{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 基本信息\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import Series, DataFrame\n",
    "\n",
    "# 股票数据的读取\n",
    "import pandas_datareader as pdr\n",
    "\n",
    "# 可视化\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# time\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = datetime(2015,1,1)\n",
    "company = ['AAPL','GOOG','MSFT','AMZN','FB']\n",
    "top_tech_df = pdr.get_data_yahoo(company, start=start)['Adj Close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_tech_df.to_csv('../homework/top5.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>FB</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-11-03</th>\n",
       "      <td>172.500000</td>\n",
       "      <td>1111.599976</td>\n",
       "      <td>178.919998</td>\n",
       "      <td>1032.479980</td>\n",
       "      <td>84.139999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-02</th>\n",
       "      <td>168.110001</td>\n",
       "      <td>1094.219971</td>\n",
       "      <td>178.919998</td>\n",
       "      <td>1025.579956</td>\n",
       "      <td>84.050003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-01</th>\n",
       "      <td>166.889999</td>\n",
       "      <td>1103.680054</td>\n",
       "      <td>182.660004</td>\n",
       "      <td>1025.500000</td>\n",
       "      <td>83.180000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-31</th>\n",
       "      <td>169.039993</td>\n",
       "      <td>1105.280029</td>\n",
       "      <td>180.059998</td>\n",
       "      <td>1016.640015</td>\n",
       "      <td>83.180000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-30</th>\n",
       "      <td>166.720001</td>\n",
       "      <td>1110.849976</td>\n",
       "      <td>179.869995</td>\n",
       "      <td>1017.109985</td>\n",
       "      <td>83.889999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  AAPL         AMZN          FB         GOOG       MSFT\n",
       "Date                                                                   \n",
       "2017-11-03  172.500000  1111.599976  178.919998  1032.479980  84.139999\n",
       "2017-11-02  168.110001  1094.219971  178.919998  1025.579956  84.050003\n",
       "2017-11-01  166.889999  1103.680054  182.660004  1025.500000  83.180000\n",
       "2017-10-31  169.039993  1105.280029  180.059998  1016.640015  83.180000\n",
       "2017-10-30  166.720001  1110.849976  179.869995  1017.109985  83.889999"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top_tech_dr = top_tech_df.pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>FB</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-11-03</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-02</th>\n",
       "      <td>-0.025449</td>\n",
       "      <td>-0.015635</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.006683</td>\n",
       "      <td>-0.001070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-01</th>\n",
       "      <td>-0.007257</td>\n",
       "      <td>0.008646</td>\n",
       "      <td>0.020903</td>\n",
       "      <td>-0.000078</td>\n",
       "      <td>-0.010351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-31</th>\n",
       "      <td>0.012883</td>\n",
       "      <td>0.001450</td>\n",
       "      <td>-0.014234</td>\n",
       "      <td>-0.008640</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-30</th>\n",
       "      <td>-0.013725</td>\n",
       "      <td>0.005039</td>\n",
       "      <td>-0.001055</td>\n",
       "      <td>0.000462</td>\n",
       "      <td>0.008536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                AAPL      AMZN        FB      GOOG      MSFT\n",
       "Date                                                        \n",
       "2017-11-03       NaN       NaN       NaN       NaN       NaN\n",
       "2017-11-02 -0.025449 -0.015635  0.000000 -0.006683 -0.001070\n",
       "2017-11-01 -0.007257  0.008646  0.020903 -0.000078 -0.010351\n",
       "2017-10-31  0.012883  0.001450 -0.014234 -0.008640  0.000000\n",
       "2017-10-30 -0.013725  0.005039 -0.001055  0.000462  0.008536"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x122293fd0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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rjXWtpEtRTLhiCGq1Sunr9ee2d1lOMFgXxP0j72R4pES4PowR5Vewb3sJDrubVosDj8eL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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12165b400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_tech_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1225960b8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RX5jbY9QaGB2R3ut769SKK8bhdgzCO2mjoKEQk62BKXETMWqNXJR1nv+YzaE0\nl77irJxBvaeg95wi4t7WC+SDdUe566rJAxpvh1zjf11jsgQcc7rc/Pa1LR2uqahrZfljX/HcXQsJ\nDeq9X7O97Y0tgzuzEgwfXtr7eod9X5V8x1cl35ESmsTk2PH+RdJbJt7A5LgJg3ZvndfPXtBQSFFT\nCWemLhiw+8/tcfOXXX8DlFICx+NwKp2U9Lq+TncEg8UpEXTaXiD3FNSxamMhrdb+z1K+213uf11W\na8bjUWbpbreHu55bj8n7yHnZQsW/n53S1kXwiy0lrFidT31T7xJP8grr/K+tdle/bRYMX1odHbuM\n/Xb2PSxIUapkl7VUBETDTIjJ7XD+QNB7Z+4fFnzG+4dXUdJcOuAxd1Tt8b9emDK3w3G7U5m5G3Sn\nhMSMSEb8zH3rwSqKqwLbUX2wvhCrw8VVi7MBaGixse1QNUumpaJWdz9jaTTbKaxoIjMpjMKKZtbt\nKSfvaB23Xjweo16DxaYIsG+GvmBSMhEheppa7fzyr9/z2eZiAI5WNHLFGVlo1Cr2FdYTFqznnJmj\nOtyvuLLNdqu9Y9q2YORTY6nrsC8xJIGrx1yGXH+YGksdsUEx1FrquGT0+WjUgzvb1R0XIVPcVEp6\neMfPYl/Iq1WSoh6c/X8khHTMOnV4xV3M3IeOES3uLRYH731bAMCZU1NYu6vMf+xwaZsf/tVVBzhY\nbMLjgaUzUv0r9x6PhyqThYSoIP9j6hdbFHGenB1LYYUivKZmG0+s2Okfb8n0VL/rxdcxJjLUwPJL\nJvDyB0oIW2FFM0+9vTvA3lm58USGtvlQPR4PxZXNRIcbqG+yYXOImfupRFlLBauOfkmwNgiAS0af\nz0dHPycnUmkdp1KpuG/mXdhddiIM4Xg8nhMSLaVXB7pNaq3Kj0291cSGsi0sSVtEiK5vCUYNtiZU\nqIjrIvrG7hBumaGmz+IuSdJs4ElZlhdLkjQFeB5wATbgBlmWqyRJWg7cCjiBP8iy/MlgGg2KsP/u\n9a3UN9nISAzj2rNzuGZpjnf/No6UNnLXc+u55wdTKPHO7N/++jDb5Wp+de00UMFnm4pZue4ooIh0\ncmwI+wuV0LP4yKAu750c23nY4wULRmNqtPDfb450evx3r2/DqNcwb0IiZ05NwWZ3YbY6yU2Poslc\nK9wypxiv5v07YNaeFJrAkwsfQqtq+9oFaY3+krwnKgxWrw78mtdblAX8b0rWs7Z0A0caClmWuRSt\nWkt2ZFskABDTAAAgAElEQVQoscvtwuF2YOykZHCTvYkwfWiXTTba3DJC3IeKPom7JEn3AtcDvsaH\nzwJ3yrK8W5KkW4H7JEn6I/AzYAZgBDZIkrRGlmXbINrNpv2V1DfZOHNaCtcuzUGjVj5kkaEGEqKC\naDLbaW51cKSsEa227QN4pLSRp9/Z7Y9Q8WFqtvl96QC56VFd3jsmvOv62OfOSmPpjFSOlDZSWd/K\nwWITc8Yn8sL7eTSZ7TSZ4cP1hWw5UOUfZ3RyBIdKGqiq7+ibFZxYChuLeWrHi8QHxfLA7HsG1SVi\nsratBcUHx5ITObpToTzRuAmM7PJlq/p+eAoaC3l+t9IV88Wz/qicY6nnwU1PEKoL4fdzfxUQtePx\neGi0NREf3DH4N+9oHa98vN8fbSbEfejo68y9ALgceMO7fbUsy76iFVrACswCNnrF3CZJ0hFgErDt\n+MHaExUVjFbbuw9CXFwYDa3KgullZ+aQmBARcPzHl0zk3a/z2XGommariyZzYBTK8cIOcN7cDL7Y\nVATAgz+eTXZmx8fNRVNTyEyO4KzZ6V3OsuLilDDM4236emcZ+4/WodWoyU6N4FCxiYo6RczPnpvB\n9/srKa1uoabFzrjMExMO6bNtuHKy7dt8bCdP71BErdpSy46GHVwgLcHqtPHiln+RFBbPspwzcbqc\nfbbN6XYpnxEPPHP+Q6SEn7gytz3ZlkUqHIAF6bMoqC/CZDMRFxdGra0WgIkJEnlVMgAxMSG8s38V\nKw8oxclaHGZeP/Qmy2dcS1KY4ltvsDZhdztIjojvcO9D6476hR0gJEg3bD93w9UuHwO1r0/iLsvy\n+5IkZbTbrgCQJGkecAewCDgXaGx3WTMQqHSdYDL1btYaFxdGTU0zpd6FSLXLTU1N4IJqfJieHyzO\nYsehaj5ap/jk509IJDk2hHe9Pnof91w9hWaznTnjE/3inhRppKammXNmjmL1tmOMTg7naHkTVyzM\nJCxYT21tS7e2dca5M1PZf7SOa5fmUF5r5lCx8gNz0bwMNG43589O49VVB3jto33cdeWkQUnE6q1t\nw4GTaZ/H4+HL4rWsOhpYXfE/ez9kdFAWleZqtpTuAuDDg1/6j1+QeTbLMs/u1T0OmwpwuJ0sSpmL\n3hZywt5bb/5uMcTzq5l3kxKayF+b/0FFczVHSsupaqklOzKT28b/mL+732BXTR4F5eV+YQcI1gax\nr1rm/jV/5IkFD6JSqTjaqKxLhWnC2XWgAqNew7o9Few6XENZjfJQ/+jy2RRXNpMaHzosP3enyveh\nux+AASuIJEk/AO4HLpBluUaSpCag/R3DgIZOLx4AdU1Wgg1ago2dv4XIsMDkj4sWZHKwqD5g39zx\nCYzPaCtodN+1U7E53P5HyauX5HD1khysdicWm4uw4I7xvL1lQmYMT98xn4gQvT+iBmDWuAQA5oxL\n4MstJeQfa+D2Z9bxt/87A10vn2QGi+oGCy99sI9rz84hJ/XU7Wu59tj6AGF/bP4D7K09wNvySp7f\n9SrjYsYCkBmeRmFTif+8TwvXMDdpZrc9P/fXHeLDI59Rbq4EYFLs+BP0LvrGqLBkAFJCkzhYn8+r\nef/Gg4fEEOXz5ytR8O2xjQHX3TfzZ7y4+zWqLbU88P1jZIanMTF2HABaZygPvra1w73SEkJJigkh\nKSZElNMYQgYk7pIkXYeycLpYlmWfcm4FHpUkyQgYgFxgUDsFeDwe6hqtxEd1vejZvm70+bPTiI8M\nwjWq7Uv5yI9nkRgTGCEgpXXuZzfqtRj1A59J+yJl2kfMpHgXZ1UqFZctGs2z7ymd4bcerGb+xKSO\ng5xANuytoLiqmcff3MndV01iUtbg1iEZDthdDlYVrvZvj4nMIsIQ7o9gqbXWs67se9QqNbdNvpkg\njZEKdymPr3tROW6p61LcN5Rt5i15ZcC+nKjRJ+id9I+0sBQACpuUCUaQRlkD8HVqWlPyLQAJwXGo\nVGqiDJHMSpzOJ4Vf0mBrZFdNHmF6Ze62bmsjvnnchNHRLJqUzJhRkV1OuAQnl37/K0iSpAGeA0qA\nlZIkAXwny/JDkiQ9B6xHSZK6X5blvrWS6YEWiwObw0VsRO8Wpy5bpHzBkmJCeOaO+bRYnX5RHQoi\nQjt/ApicHcudl0/k+ZV57D5Se1LF/VCxiXV72pK3/vLuXn593bQRNYNfX7aZfbUHWZw6n9yYMZ2e\nU9pSht1lZ2rcRGYnTffPQhND4kkJTaKsRVlCMmoMhOqUz8jUhAlcN/Yq3jz0LhXmKnKisjqM6/a4\nOwj79PjJaNUnV+jcHg9qlQqLzcmbq2UWTU4OmLSMCksNOH9e8iwAQnRt34cIfRgPzL7HHwmzeNR8\nmh0tFDWUUtxSzLqy7wEV9TU6lk5PZcGkJFLjQ0VxsGFGnz95siwXAXO8m50WaZZl+VXg1f6b1T11\n3uzP7qJWQJmdN7U6AmbxEaEGIkI71us4mUSEdH3/KTmxxEYYOVBkwuV2U1Zjpq7JytSc/pYl6xmn\ny80f31J8zOmJYcwaG8+73xZQUtVCTmokmw9UYrO7mD0uAaNei9vj4Wh5ExmJYQPurOP2uNlTs58z\nogbWxNnj8fC2V1z31R30R30cj82pLK6nhiX7hd3Hr2bexeaKHaw49C6Ljsu69M3AN5RvYU7STPQa\nHfmmI6SEJhOiC6bZbvaf+9vZ9wAQF3TynnwaW2z8/AXFpZIWH4rN4aLKZOFoRTOP3zLHf15cUNti\n/SWjz/cXIwttJ+73TL/dL+y1jRZe+nAfhRVhqA2ZGCZ7Z/zNo3G4g7nqzGx0WpGFOhwZcc9Ph4rr\n+fR75QPW08w9JS6UlJNhVB/xzdw1nWTLqlQqJo6OYe2uMo6WN/H4m0ry1Kv3LvaHew4ma7Ydo7Ci\nyb998fwMf+KJ2eqgyWznlY+VbMR/fSFz+2UTkY+Z+Gp7KTHhRn593TSie/iR7Y4dVXv454G32FW/\nmx+Nvb7f41iO6zNqsjZ06j6xe4tn+YpptUetUjMveSZSVBbhhvCAY7FBMYTqQihrqeDhzX9iWvwk\nvj62Dikqm/MyllDk9c2nh43y+7FPJl/taCspUFLdtuAfcpyLRKVSEaQ1YnFaWTxqgX+/r3hZamgy\nMd7XcomJv364j2ZvZJrbZsDjVqFSe6g/nE52UpgQ9mHMiBP3Xz633v86Pmpktu0KD9Zz37VTiY3o\nfM1gQmY0a3eVsedIWwKMze4m2Dj4XyRfzW2ArORwpmTHUlKliIPZ4uRoeVPA+S9+0NZEoq7Jypur\n8/nZlZP6ff8D9UoI3o7yPH40tt/DdKiX8rtNT7J84g1M8Lads7scHGk46q+MqOvGXeITt+MZFZbC\nwfp8TLYGvj62DgDZdIR8UwEebyz5zMSp/X8T3bAxr4L0xLBOy+da7U6+9WZn33ftVKpMFr7afozS\nGrM/U7Q9D825F7OjNaBxx6iwFH454w5SQpWF1ypTK0/+R3mau3h+Bmq1isVTUnj8PTc1JivhhlAu\nmpdxAt6pYLAYMeL+ztojAUlGY9MimTB65Lbu6mrxFmBsehQq4LvdbeUUahosFJQ3smhy8qA1GfYV\nRPMxf1ISKpWKkCDlY9FicVDmDfvUalQ4XZ4OY9Q0Wjrs68v9801KaKpWre13+v3Wyp28cfCdgH1O\nj4vX9q/gmTP+AMDf973B/rpDTI9XKoZ2NnPviR+OvZLndr9CdWtt4PvAQ07kaGYmTmV6/JQ+j9sT\nTa12XvO2q3vsljk4nG5GxbeJ/NaD1ZitTpbNSUdKi0JKi2LR5GQe+sdWqupbcThdAZFXYfpQwvQd\nfyQywtMAaLU6+OT7IgCm5sRy6cK2ReHfXXMWTrebEOPgdnQSDD4jQtwdThdfbGkLSVswMYkbzpNO\n2U7qQd4Qz/bJIL//p5IDplKpOHNq186m9XvL0WnVzBnXc9KMxRZYqCzYG1sfEaJHp1VzuLQBo0ER\nhd9cP52MxHBMzTbuebEtXK6sxkx5rbnLkgzdUdVaTYNNSYlwup002VuIMPQuccPldvH6/v+QEprE\nVyXfoVfr+dGEa8mJzOLn390PgN3bnMLqtLG/7hCgNJuGjsW0ekOUMZL7Z/2C1/atIEhrZEvlDv+x\ny7MvJC08tZur+4/PLQLwm1eUdnZ3Xj4RtVrFGVHBfLGlBJUKzpoW+LnITY/iWHULG/ZWcOa03tv2\n1leH2bhPCeU8vrOZQa/B0OeuBYKhYESoY4ulTYQWTknh5mVjT1lh9xHSRU3442P121NS1czrnx3i\nlY8P0NBiw+V2d3uPZktgWWRf4pROq2Hu+ERqG61s3q98yY8vlNaebYequ71PV/gaU6hQZuvtW8r1\nRElzKbtq8vikcDVWl40rci5kfMxY9BodPxhzmfI+1DrsLgeyqc311OItv9udW6Y7tGott066kRvG\n/SCgsmJnM+HBwmzpWL76+ZV5PPveXv705g4q61uZIcV3WPuY7G388sbq/IBIqJ44VKIk2Ol1ahJG\nqOtTMELEvbm1rXzA/14x6bRIjGg/W2vPserOs2M9Hg9fbG17uvnFCxtZ/sdv/e0HO+P45iBGfduM\nzFdbx1fiuH0DkmuW5jA6OZxrl+b4790fmu3Ke/G5A+osXYu72+PG7mr7m1SYq/yvbxx3NXOTZvq3\nF6XOZWxUDg63g59/dz+v5P3bf8xkU/Lp+uOWOR5fbDxAcB+rKvYFs7c3QWddujblKaGbVy3uGJ45\nNj2KZXOUjk0FZY0djtc3WXnxgzx++/ctrPq+CFOzDbfHQ4vFSXxUEI8tn4NBL2bpI5URIe4t3pnL\nJQsyCR1AluhI4niXCSgLnrWNVtzujmK6t6COzfurOuxfsSa/y1LCG/MqArbbJ1eFBgeKX/sCUGfP\nGMUDN8wg15vd22juXwcpX/hgSpgSz9/s6PyHC+DF3a/x6w0PU2GuotJczVcl3wFwy8QbmZU4rcMP\nfk9t6Po7c2/PmHbx7vpB+LHoCrP3yXW6FMcTt87hrGkptH+3t10ynthOqpiqVCouWZABwPq9FWza\nX8lfP9zn/7FYsSafHXINZbVmPlh3lKff2U1pdQs2h4sxqZEDioISDD0jwufe6vU9n06Zb7ddMt4b\nLeNh0/4qlkxPpclsp6C8ifomK/9eLaNCxfXnjCE2MoiCcmVmNis3nq0HA90kuw7XkJrcMSxwn7e8\n8f03TEenURMXGcTRxmKKmkqobG5EL+3HLs9gVm5Cp09LUaEGNGoV2w9Vs2hyMplJ4R3O6Y4Wr5jH\nGJWnhPYz8/a4PW4OeV0rmyu2U26upKq1hkUp85gc13l6/xmp8wO6G/1o/A/JjR7DL9c/BPTP5348\nWREZ/tcn8mnSJ8ahRh3xUcFcd47E/5yZTV2TlUljE7utQdJ+IfXVVUpIqzQqEpUKdh1WFoaXTk+l\nrNbMwWKTv1y1lDZyktcEnTMi1NLi7VBkPI0eEWflJjArN4FWq5NR8WEsmZ7KSm8RtM0Hqth3VBHm\ne1/exM//ZzKfeGP/L180muSYECx2Jxq1ms82F7N5fxUXnZGD2epg7c4ypubE4vEobpmIED1ZyW11\n3f6840X/a00EGKMamTcvsdNIlmCjlhvOlXj980O89fVhfnPd9D69R19YYqhO8Vf7FkDbc6ShkA+P\nfOrfPtpYRK2lnnB9GD+QLu1wvs89VVLVwrk5F/Dpnj04isaTO288wTotY6KyqTJXERs08MqbRq2R\n8zOWoFH1/2vUaLZj1GvQadVdZnj6xL39Ooxep+nQuL0rfnblJJ7zlrUAOFbdzLo9ylPb3VdNZlJW\nDN/sLOVgsYmD3oJ2EzJHbiSaQGFYi7vH4+G1Tw/yvXfl/nSsDR1s1HLebMUn7YtmOb7u+zPvtPWz\njI0I4uJ2EQ7f76ugos5Mc6udX/9tMy0Wh79BCcD4Hr7EqpzN/C1PidD45Yw7SAlJ4rOir1icOp8I\nQzgLJiXx+ucHKaiupKC8kazkCMyOVt44+A7LMpZ2G0HiW/D1NauwuwPFvcJcxTM7XwrY56tI2JU4\nb8ir4N21yo9g1DEDjmal0XRdk5VgYyg/m7JceV+DNNO+cPS5/bquoKwRi83JCyvzsDvdhBi1LJuT\nzrmz0zqIvM8tc3xCUm8Zk6rM1H1LIz5hH5sW6ffjzxgbz4o1+Xg8kJEYNuRZ3IKBM6zEfVd+DZv2\nV3LdORLhIXqKKpv9wg6n18y9M3yZo3XdNN8+vkdsaJCe0poW7vjTWv/aRXvO6kOI3Kt5b7A07QxW\nF69ldfFaxkRmMT1hMprYMvSj9/F1gZas5HPZULaZvNoDHG0o4o+LftfleC7PceJ+3Mz9yW3PBr4X\nXQgtDq+fPqRjqGfe0Tpe/+yQf7t9XkRVfSuj4kOHxWL84dIGf+axD7PVybvfFhAfFcx0KQ6LzcmG\nvIqA5u9dRVD1RLBRy43njUWlIuDvM65dRdTwYD2v3XcWlfWtp+Uk6lRkWIn73z89gMXmIiMpnGVz\n0qlpCEyQOd0/dD5xr23sfR220hrFr13fyQ/Co8tnd3i0jzVGU9tFSGKDrZH3Dn/s385vKCC/oYC4\nrHgaPbDH8TVvHmzyZ4uand3X6Hd7lIVen7jb2ol7pbkah7ttUfnuqbeiVet4ascLAFw15pIO4724\nMq/DPh/bDlUzY2zHRs4nG1OzLcBFMjUnljsun8g/Pz/E+r0VrNl+jNgII3/493Zc3oVzXw2l/s7c\nARZNTsbj8QSIe3hIx+CExGgR+niqMGyiZQormvyPo+99W0D+sQYajgvVO92b7eq9dTzqmzp2LLxo\nXgaPLp/d7fW+Wjy/u3kmv7l+ul/YPR4P/z7wXz4rXIPVZSMxOJ5fzrgj4NrlE2/octxGT9sC7qaK\nbf7KigCOLhZJoW3m7ms95zu33mrikS1P+c87P2MJOVFZZISPYlHKPC7MPLfTujG+EtCP3TKH6HAD\nOq2aq5fkkBQTzK7DtbRau7blZJF3tA6z1cn5s9O44/KJ3HLxeFQqFTcvy0UaFUn+sQZ+/89tfmEH\n5UktxKgdcH1/lUrFX+5sqyeT0E3JbMHIZ9jM3P+zJj/gkfmJFTv9vmaBgu/JxX1cXPmZU1P8ZY2P\n5xc/mMzanWXce+Ms6mpbaLU5OtS0+aRwtT/bUqvWEhsUQ7C27ZzRERlMiZvA/bN+waNbn+7RTmdN\nCri0aBOL2V8vMyVuQqfnubqYuZusbTHZt0y8kYne+jAqlarTRdR9R+vISAqn2eIgNsJIYnQwj/5k\nDmq1Ei3icLp4/7uj/OLFjbx8z+Ie7T9RtFqdrPXWgJk6Jo7slMAGZT+6IJe/vLvH337xysVZvOft\nHNZZ8lh/aD9bHxU/vNvMCQbGsBH3guMKVIHig9dq1IQF6zA124jo5DHydOL4JxeDXoPN7uL8OV3/\nCE7IjGFCZgyhQTosxo6dq0zWBlYXr/VvO91O9Bo9UYZI4oNjMdtbme+t+Z0cmsj/Tb+DDeWbmRo3\nEb1Gx7O7XgHA49DjbonAUTIWjy0YldGMNrGYfx14G8uYS5mb1LGkr9s7czdoDITqQ/wZqjZXu0bl\n0Tn+8rPHs/VgFRvzKsk7WkdCdDCNLXbGekP42iffzJuQxPvfHcXucNPYYhuyxcJH/r3dvxg+qpMC\nYHGRQTxwwwzeXJ3PlJxYtO3WTwYz5vyJ2+bS0Gw7rUKLT0eG3b/upKwYWm1OjpQ2UmWyMHtcAtef\nI9HQYjvtkyoMukCRe/yWOZiabV1Wl+wNq4vX+kXWR5guBJ1Gx0Nz7u1wfmZEGpkRyo+Jr04LgHXP\nGeDWMHNsPNmpEbz11WHcLRHYQxt58+A7TI4d1yGL0+VWZu4alZr0yBQOVB+mpKmU3TWK73xsVA56\nTec/6DUNFl7+aL9/2yeaMZ2UgY4KM3D5otGsXHeU51fmcftlEwdtJtxb5BJTQJRTV5mfQQYtyy9S\n6sy3L8U8mKGJ8ZFBxHeS9CQ4teizuEuSNBt4UpblxZIkZQP/BDworfRul2XZLUnScpT2e07gD7Is\nf9Lb8aPCDMRFBHGkVHk0XzgpieBOZpynI+1n7lqNishQQ0BWaX/YU7OPcH0Y6eGjyKs9QJDWyGXZ\nF/Tq2nC9krSUHJLItEVjqDK1csN5Y1GrVOSXNLCrNAfD2O0AtDqtHcXd65ZRq9SkR6SwvzqfJ7c/\n5z8+P6XrNYSyWiVqZlR8KEunp7J+bwVHyhoDYvbbc+6sNMprzWw+UMV73xb4BfRk8Zd32xZRL5jb\nffasj/b/tjNzT36NeMHIpk+KKUnSvcD1gK/tzNPAA7IsfytJ0svAJZIkbQJ+BswAjMAGSZLWyLLc\ncRWwE0bFh2J3tM0kx6Z3XRr3dCMxOhiNWoXL7RmUyCGX20WTvYWsyAyukS5nYcocxkVLvQ4XNGoN\nPDr/foK1QR1m2IunplC/zkZpTQXauLIAV4sPt8eNChVqlZq0yLaQTKPGSHJoAtmRmR2u8VHp9Utf\nPD+D6VI8CycnY7Y6/MXPjkenVbP8onEcKDYFhBeeDJrMdn8JiEeXz+51Ma7wECX0MSUu5LR3SQr6\nTl+nwwXA5cAb3u3pwHfe158D5wAuYKNXzG2SJB0BJgHbuhv49ssmsjNfCVdzuz18s7OUC+ami76M\n7QgyaMlNj2JfYX1AOeD+0mRvxoOHCH04EQblv74Saeh8pjw+M5q4qCAe+MQ7c3dYcHvcAf5zl8eN\nxrudEdlWrvank2/uIOwej4en3t5NVJiBHy3LZW+Bkjqf2C6Us6ca4yqVitAgHU39rIXTX3whvefN\nSut1VimARq3m+bsXojvFK6AKTgx9EndZlt+XJCmj3S6VLMu+0I1mIAIIB9qXoPPt75alc9I5b0Fb\nxMfrD3ad+RcXN3xX+U+0bXMmJftrwvT1Xsef31CnCGRSVNwJsTsyKhhcykfsL7teBuC///NX/5OB\nWgMajZa4uDAiXG2+8snpOQTrA33C9U1Wf2q8L7FNr1UzPieuTyGCIUE6ahutA/7b9YUykyLu0VHB\nfb9vb84Zxt8HGL72DVe7fAzUvoE6stuvxIUBDUCT9/Xx+7vFZOo+4cVHXFxYt4WShpL+2tZga+SV\nvf/mnPTFTImf2O25kzOjmJQVw3mz0vp0r+NtK20u5/FtfwFA7zKesL+pUWugfU3KD/asYVzkRLYc\nlbHa7ahRU1PTTFxcGA/O+SWNtkbMjU7MBNqzK78mYDs8RM+dl0+koZefGx9qwO5wUVXd1OVTocvt\nZtXGIqLDjcwdn0ByUmS//z5Ol5tqbyKZ0+4c9L/zcP4+wPC1b7ja5aO39nX3AzBQcd8lSdJiWZa/\nBc4H1gJbgUclSTICBiAXZbFV0AWrjn5JcfMx3pJXMiE2F6vTRqi+88f3EKOOu6+aPKD72V0Ontn5\nsn87sh/umN4Sqg8JeIx7W/6AFGcxZdqdHc5NCI4jIbjzueonm5SaMmnxoZRUt3DG5GSyUnp8IOyA\nL0rF7nBh1Hf+8T9YbOLjjUUAfLapmOd/eSZ5R+s4XNrIZQsze7Um0Wi28/R/d1Nea2bxlJSAewsE\nJ4OBivs9wKuSJOmBg8B7siy7JEl6DliPMlG6X5bl3ufLn4aUNStdclocZu769jeA0sT4YH0+c5Nm\ndBkO2O/7tZRjdbX9k0QbT9yidYI2nQbHTlS6Nj+3yVnTp0+e2+OhqLKJxOhgHrxpJjaHq8uF057w\nZfnaHW6MXfxZiyraZkzVDRbe++Yw73obiU/OiunxR8XUbOOxN3b4awB9vVMpx3B8KKtAcCLp8zdE\nluUiYI73dT5wRifnvAq8OlDjTgea7S0ca+nYAu2VvH9RYa6iuOkYN4z7AdAuLlzd/QzQ4/GQV3uA\nzIj0Ttu/+drbzUyYRm50TkC7uMEm3BCMdc8iDBM2ojYqvmedtueZr83uUsrgqlVYbU48HiVaSK1W\n9VvYoS3Lt6sGJgDFlYq4X3fOGN5cne8XdoBPvi/i5mW5ndZl8bHlQBV1TVYyEsNwutyU1pgD7i0Q\nnAzEVGKIyTcd6XS/r42cr7Fzq8PCrzc+4l+Y7I7Pir7ib3n/4tPCNZ0e94n7vOSZzE6a3mUG6GAQ\nbNSCW4u7Kda/r1Fb0s0V0NBi46dPf8fbXlFt8UYGhQQNPNfBlytg70bciyqbCA/RM29CIkHeBuG3\nXzaRnNQI9hTUcffzGzjSSds637XvrFX+TX+0LJerzsz2HxPiLjiZiMygIcYn4j+ecB3v5X9Moz2w\nDEOLw8zt37RlivrqmXdFXu0BPvOK+vqyTYyOSGdW4jRKGsrIqzxClCHCX26gK//2YBLsDU90FI9F\nE1mNSt8x3r3K1Epti4PIIA1ajZrD3gS2r3aUUttopaJOmfn2FOrYO3uUj3xXoaSmZht1TTYmZcVg\n1Gt54IYZJMSHo3a5iI8K4qF/bAWUejZV9a1MHB1DaLCOllYHRZXNPPtuW239uMggUuPbnpw0ahHW\nKzh5CHEfYlqdil82PiiWX0z/KU/veKmDwB+Py+3q0jWzoWxzwPY3JeuYmTCV//vyDwH7Y4NiCNef\n+FAwf/Nsjwbr7jNB7cIwdisepw6XKQHcGn69VbH56rOyOWdWWkDa/e4jtf7XcYOQMh/u7cHbVaz7\n2+186wBJMSHERQdTU9PMqPhQfnP9dB57Y4d/wXWGpPxA7siv8btqrl6SQ05qhH8B9Ylb5/D9vkqk\nNJGQJzh5CHEfYlodih86SBtETFAUjy14ALOjlVaHhQhDOM32Zh7c9ATpYaMwO1uptdRhddkIUQdm\nObo9bo40HGV/ncyosBSONSvVB914KGwKnO1fknU+S0YtOimNK3yVDy9bmMm0MXF8vLGIbQfmolSs\nCLz/qu+LiI8KZsPeig7j3H/9dNITB/5j5BPgvUfrqKxvZVm7RLk124+x7VA1WcnhnDElpdPrE6OD\nA7oaHSlr9JembmyxM0OK45yZgWsY8VHBXLqw86qdAsGJQoj7EGNxKuIerGublYboggnx1mGJCYrm\nxYVI8QQAACAASURBVLP+CMC/D/xXEXen1X/cx9vySjaWKy6Ds9MWE22M5KkdL1JhrmJd6Sb/eTHG\naM5Ind/jouxgkZsexZ9vn+8v1PXTSydwWX0rDqfb7+LwYbY6ee59pQbLebPTyEgM4+WP9qPVqPoV\n9tgZvjR+3w9IRlIYCVHBOJxu3vpKmbUvnJzcoaOVj9AgHY/8eDb7i+p566vDfmGfOz6RqDADZ03r\n/EdBIDjZCHEfYixOCypUGHoR7uhramFxWvmv/AHBumAu8vbwPFh/mGBtEDeNv4bxMWMBODN1AWtL\nN7Ctahch+mB+O+v/0Km1vbrXYKFSqTpUYOxNt58zpiQTG2HkvFlpzJvYsaVef0lLCEWF8twA8PR/\nFR+5tl2K/5xx3RfpSo4NITk2hDXbjvm7Yi2emkxOascGIgLBUCHEfQjZVL6NgsYiIvThvYpYCdIo\nImmyNbCuTJmNO9wOloxaRL3VhBSV7Rd2UMrzrlVCrMmNze40LHI4cPOysVgcHrKTwvhiSzGjkyP8\nxbX+56zsHq7uG8FGHUtmpLLtUDWN7Tp9OV1KsvVjt8zpdceveRMS/b739IThncouOP0Q4n4SaHW0\nolKpCGrX3cjucvDmoXcBGB2Z0atxfDP3Iw2F/n1fl6zj65J1AB2KbWWEt5WWzYnpusLiUHHZwkw0\nGjULJyX7063/97Luyy8MBtcuHcO1S8fQaLYjl5j8deGzUyL61EP0/DnprN1VRnxk0GnfAlIw/BDi\nfoLxeDw8tOlJrC4bzy5+zD9Dz6s9AIAKFVdkX9irsXziXm6u7HAsWBvE7MTAbkfR7fqMRgcNP5fB\nRfOH9gcnIkTPrNwEv7iPGdW3v5FBp+HJ2+aelIVpgaCvCHE/wVS31tDqXTT9qvg7UsKSyDcV+N0q\nv5n1806bPXeGr9dolbm6w7EfT7iOmKDAULv2ohNmGJ4umeHArNx4th6sZrrU97j/rurTCARDjfhk\nnmBqrSb/64+Ofh5wTKfWkRza+8VCo9fnXtduTICfTLiesdE53V6r14h/6q64eVkuPzgr56S33hMI\nTiTiG3+CabG3dNgXY4ymzlqP0923hhvtffYAd05ZjtnRytRuygRPiZvI7po8ksMScZm7PO20xqDT\niNIAglOO06q2TF7tAV7Y/XfsrpPXiafZoYj7vKRZAGSGp3N2ulJrrafZ9vEc3ykpPTyV6Qndl/+9\nefw1PLHgQaKDh5/PXSAQnDhOm5m73WXn5b3/BKCgsYjc6DGdnldrqePpHX/l8uwLmZE4dcD3bbAq\ndVLmJs9gdtJ04oJiMGqNaFXaHhtzHE+MMYpgbRCt/tj4nt0IWrV22IZACgSCvuPxeHCbzbhaWuAE\nNusYMby67w3/6/WlmwjXh5ESmuTft6NqNy2OVo42FtFob+bdwx8PWNzdHjd7avdj1BhIDU1Br2kr\nfDU3eWafx1OpVIwKS0H2VpI8kdUcBQLB8KTqX/+gacN6AFI+er/L804LcW91WDhYl+/f3lO7n7y6\ngzw055dUt9YSpDX+f3vnHSBFeffxz2y/vdurHNfgCu2RIoI0QSlWBFHE2JO8tiDGllijsbcYYzTd\nYIhKTGKMwV7AAoqCIKIo/aEcHAfccb3s7e3etveP2Vvu4IDru3c8n39uZ+aZme/Ms/fdZ555nt+P\nFze9AoBJ0/te+8SktOkczoY66iqriW2SLva3a/9ChbuS8eknNzP2jpDt6Ies3EEwPMdSoVAcT7h3\ntBwm/FCOC3Pf69xPkCCTsyZS4a5ka8V2/EE/D6166rCyvqAe53t3zR7e3rmY8wdMb1UL+dVtb7Ku\nZD1p9lTqfW4uE3MoqC0EYGLG2GPs3XpSYpI77VgKhaLnEfC40SwWUs6ffdRyHTZ3IYQZ+AeQC/iB\nuYAPWIgewmMjcJOUMnCEQ3Q6y/Z8zu6aQq4efgUGzUBpvR42NsfRj8vFHKo81Ty06il8AR9Dkgbh\n8roYnnICHxYsA/SJRUGCfFTwKSNShjIwNIPU42/gyTW/Iz02jbOyp4ZnhAaDQdaV6AGvGhNhLNjw\nsn7O+P4MSeq8KfRj005ifdkmzsme1mnHVCgUPYdAfT2WtHSSZ5x31HKd0XKfCZiklJOEEGcDTwBm\n4H4p5WdCiPnAbODNTjhXi9T73Bg1A2/ueB+72c6S3UsBODf3TDLj0sOGm2rXswElWhP4+egbKHGV\nMi59dLhl3mju90+4g39vXUR+9W5WFX0dNvfiugOU1pdTWl/OhrLN2E0x+IN++h4l6cVlQy7s1GuN\nMcVw00nXdeoxFQpFzyAYCBDweDDYbMcs2xnmvg0wCSEMQDzgRc+xujy0fTFwDl1k7g2h1rQv4D8s\nycXCzf/h56NvYF+tHt41q8mEobyEbPISspuV/+X42/AFfKTH9uXWUXO5e8UjbCzbQjAYRNM0nF5X\nuGxmbHo4DEBj7PQrR16Ix+XDarTS194Hl8/dpflJFQrF8UWwwQPBYLeZuxO9S2Yr0AeYBUyRUja+\n8asFjhmMe2/DHkZlDsMX8GE+xsvH1CbDfzaXbDtsxiZA//gMCmuKuOuLh/R9YlPIzujb6uMCZMWn\nsauykNs+v5/JOeMxhJJLzBv7Q84ceBrvyaW8/N0iQA/MNfuEc6I6zsih1xdtRLM+pa39RKu+aNXV\nSFN9AZ+PzY88TvX6DQDEJDiOqb8zzP024EMp5b1CiP7AMqBpwHAHUHWsgzy54s8kWRPxBXw8eMqd\n2M12AsEAnxQspyHgZVd1AcNSBJePOY/S0trwfgUHmgfRGpU6gquGXU5BTSG/X/d8eH1mTHqz/VrD\nxLTx7KosxOv3six/ZXi9ocFCaWktE5LHM3DiIPY69zM0eQiaprX5HN1FY9TFaCWa9Slt7Sda9UWr\nrkaa6nNtk9R8uZKa9RvQLBaCXi+GvEGUltYe1eA7w9wr0btiACrQ+9vXCSGmSSk/A2YAn7bqQB79\nN+Clzf/hpyOvYUPZlmbxWLZWbufyMfpLhGAwSJAg1Q36Dbhq2OVkxKbT35EJQF/7wVZ6tqMfk7Mm\ntvnCTs2cwOjUkeHWfyMDEg6G0u0Tk0wfNYJFoVB0AVWfLqXk36E5OppGvzvuxpqdg8F87KHVnWHu\nvwNeFEJ8gd5i/yWwFlgghLAAW4BFxzrI6NQTWVeqP3JsLpcs2v4OZfUVh5VrTLi8cPN/2F1TSP84\n3cxTY1LCxg6QYHVw86ifYDNayWtixm3Fbo7hzjE3k2iNp7qhhtoGJ3Zz62N+KxQKRVtx7thJyfsf\nUfXpUjSTibT/uwZrTg7WrH6tPkaHzV1K6QQubWHT1LYc5+S0k1hXuoGJGeNYV7Ke5Xu/BPQEFC5v\nffjl5WWv3UhufDa7a/YAergAo2ZsNtu0kSOFGGgrjS9eWxuaV6FQKI5F7ddrqF65As1kJOHUycSN\nPhnQG7CbH/sV3qoqfTz77DnETzq1zcePmklMJ/cdyeDTHiTOHMvWiu24/R4SLA6uP/EqqjzVfFa4\ngi+LvgYIGzvAkMSBDEzMw9KNeUEVCoWiLfidTvb+/hmSz52BuW8a5W++Tt2G9eHtdd+tI+fhx/CW\nllD+ztt4q6qwZGaS8+CjaKb22XTUmDsQDnAVY7JR6YHJWZOINduJNdv54dBLOC3rFD7au5TvivUs\nRjeedB3DU0QkJSsUiuOM6i+W49om0TQN+wnDWmxV16xaiSUjE1uuPtGxZvWXeHbvomj+c4eVtebm\n4dm9i4KHH2i2Pmn6zHYbO0SZuTdy3Ygf8vm+VZyZPbnZ+pz4/tw75WY2FOwkGAy2KdGFQqFQdIRg\nMEjVxx9S+tqr4XU1X64kRpyAOSUlXKb01VeoWvoxALa8AWhmM96yssOON+CZ32NKSCTg8bDrnjvx\n1+qDQxLPnk76uNH4czvWrRyV5p4em8alR5jZqWkaGbFp3axIoVD0JvweD2Vvvo5mNpM8cxaa4djx\no8rffpOK994BwJyWhvfAAQB2/fJu8Ptb3Me9Kz/82T58BBlzb8C57hvixozDaNcHZhisVgY8/TvK\n3noDY2wcyTNmktIJQzWj0twVCoWiqwh4PGz4xcPU7doNgKVvGo7xE8Lbg4HAYWYfDAapWf0lhpgY\nsu9/CEtaOsFAgOovllPx/rv4KpqP7Ovzg0txrvsGd/5Okmach2PMOKz9+6MZjSRMPnysiWYykXpx\nS+NS2o8yd4VCcVxRt2E9dbt2Y0pKwldZSc3XX2GMj8dfW0vlx0vw7N1Lyuw5JE+fEd7HvXMHvrIy\nHOMnYEnTu4M1g4HEqafjGDuemtVfYsvNo/DJxwFInjGT5BkzI3J9jShzVygUxwXe8jJK/vNv6r5b\nB0Cfiy6m+IUF1K37lrp13zYrW/a//2KMsZMwZSpBny88kcgxbvxhxzXGxpJ05tkAZN//MIaYmMPK\nRAKVykehUPQK/E4ntV+vIdDQQMDtxrNvH1WfLWP/c38iGAjoRh4yds1oxD50GIlnnHXE4x14+SUa\niovYfsNP8BTuQbNaiRl89NF5ttxcLGnR8U5QtdwVCkWPJ+DxsPfZp/HsKWhxe8kr/6J+m8Q2aDAZ\n1/+UlORYarDS98of4Rg/gWAggCUtnUC9C4M9lvzbbwVg9/33AmCwx5L76BMY43pOPmLVclcoFD0a\nb2kpO26ad9DYW4jMWv3ZMowJifS94oeYk5OxpvYJb4sZNBj7EIEpIQFLegam+Hgybrix2f6ZP70J\nU2LPmqGuWu4KhaLHEvT52P/cnwB9qGHWLT/XzV3TqFzyAdVffI63tARTSgr9774Xc0qfYxxRxzF2\nPHELxlEvt2IbMBCDpefNgFfmrlAoop6WhicClL/3Dp7CPcQMHkLmzbc2m9GZPHMWSTPOw1dRjik5\npc25FvQZqEM7rD1SKHNXKBSdimvLZgLueuJGj2n1Po3ZzpqtCwTwlpdR+uor1K3/Xs9AFBODLXcA\nsSeeiN/ppOKD9zA6HGT97DYM5sNb15qmtbq13ttQ5q5QKDqV/X/9CwFXHckzZ5E67xpAN+qaL1fS\nsG8vGI14y8owJyVRs3oViWecSe2ar2go2n/EYzaOSQ96vbi2bMK1ZVN4W+yo0Rhs0TH8MJpQ5q5Q\nKDoNf20tAVcdABUfvEf9BefiraqneOGL1G/d0uI+5W8fOb2ybeAg4iedRsLkKaBpaJqGe08BFe+9\ng7V/NkGvl6Rzzu2Sa+npKHNXKBQt4nfV4d61iwP/XIgpIZGYQYOwDxtB7PAR4TL1O3dgSkwMd32U\nv/sWAKbkZHwVFXx7w83hsra8ASSffwEGs4WGov14y8uo/HAJlsxM4k4eS/K5M/AU7sVgs+KtrMBb\nVkZSC+PQbdk5ZN54Sxdffc+nU8xdCHEvcAF6JqbngOXAQiAIbARuklIGOuNcCoWi66ld+zVF8/8S\nXvaVleHeuYPKD5dgzc3DW3KAgNsNAf3f2j58BK5NGwHd2LNuuY2CR0IhbDUNY5yDfnfdEx51Yh86\nDIDUSy5vdt6YwYMBsPbP7tLrOx7osLkLIaYBk4BTATtwJ/AscL+U8jMhxHxgNnDkZy+FQhE1lP7v\nVSo/XBJeTppxHvGnTKJ+x3ZK/rkQz+5dh+3TaOzW/v1Ju+YnWPv3J+ehx0hJT6Tao6FZLS2+8FR0\nHZ3Rcp8ObEA373jgLmAueusdYDFwDsrcFYpuI+jz4d5TgC03r8UhhL7qKuq+/57qlV8QO3wEnn17\nMaf2Je6kUWFj73PJZVjS0okdcSKayYQ1KwtjTAwNpSUYLBbsQ4dhCeX09JWV4S7cQ9xJo9CMRkA3\n+phUB84Ohq5VtA+tMeF0exFCLABygFlAHvAOEC+lzAhtPwO4Vkr5o6Mdx+fzB00mY4e0KBQKnfy/\n/Z2i9xeTMvEUTrjnLgBKl39B/f799L/0YjY+8DA1mzYfcX9bejpjnv/LEbcrooYjDt7vjJZ7ObBV\nStkASCGEG+jfZLsDqDrWQSorXa06WWonBLHvKpS29hPN+nqaNveeAoo+0Fvf5atW8+UlVxAzeEi4\n68QdNIaNPX7SqRCE2q+/IujzhY+Reec9nXLN0XrvolVXI63Vl5rqOOK2zogtswI4VwihCSEygVhg\naagvHmAG8EUnnEehULQC57pvIRgkZc4PiBki0EymsLEDlP73PwCkzJ5D+rVzSb9uLtn3PQiahiU9\ng+wHHu5xcVQUh9PhlruU8j0hxBRgDfqPxU3ALmCBEMICbAEWdfQ8CkVvoaGkBOe3a3Hvysc+bATW\nzCwC7nqqV3yOt7wcU3w8jgmnYHTEY05JCSeHAHCu/w7NZKZuw3qMMTEkXXYRNV+txrV5E7EjRxJ3\n8ljqNqwHwDF2HCnnnY+3tJSCxx7ClJhIw/6DE4XsTYY0WvtnM+C3v8cYG9uhpMyK6KFTalFKeXcL\nqw/PJaVQHOfUbVzPvj/+PjyE0PnN2sPKeECfbg+gaSRMnoK3tBRfbS0NewublS1/563w55qVzR+Q\nTYlJAJhTU8l97Ek0s4lAvZvyt9/AW1aGLTevefmEhI5eniKKUD/RCkUX4tqymZpVK3Ft3YI1OwdP\n4R4IBHCcMpGGoiJMCQloZjOWtHSsObnEjjyJyiUf4KuqItjQQM2qlVR/vvyIx4/JykRLSgE0XBvX\nH1w/eAgGqzW83GjcRnss6dfO7bLrVUQPytwVnULTqH0Br5fq5Z8RO/IkLH37RlgZVK/4gvJ336LP\nRZcQP+GUbjuvZ/9+9j7zm/ByYxLlpOkzSL3ksiPul3L+bAAC3gac368j4NIHG6TMnoMxzkHc6NE0\nFBVhHzos/OItGAxSv30blrQ0TAmqv1yhzF3RDrwVFRS/uADNZCJx2hkE/T6KX1hAxrwbqduwHteW\nzXgPFFOx+H0GPvP7btMVcLspfnEB3rIyrP36k3bVNZQteo3Kjz8EoHjBfKz9s7FmZnaLnto1qwG9\nP9uWNwBLRoY+Njwzq1X7G8wWch55AqPdTsDjwRQfH97W2OXSiKZp2IccPQWc4vhCmbviMHxVVRgT\nElqMf+3Zt4+Ch+4LL7s2bgh/3v+n5kbur65i20+upu+PryZx6rTDjuWvq6Pob3/Fmp1DynU/brPO\n8vfewV9bS5+LLqbhQDHlb79J3fff6Tr3FFC7ZnWz4X0A3gNF3WLu3ooKqpZ9AkD63HlYW2noh2JO\n0k28aReLQtEalLkrqM/fCWjYcnM58NIL1KxaSfykU0m76lqCgQBlr7+Ga8sWvAeKMSWnHPVYmtlM\nzoOPoFmsFL/wN+q3SUr+uZCEKVMP+7Go37YV16aNuDZtpDizL+aJrX8H7yncQ/lbbwBQtfTj8Hpr\n//7Y8gZS/flnYWPvd8fdeMvLObDwBfx1rZtPAfqTQEPJAYJ9hrd6H4DS//2Xyg8Xh5fVsEJFJFDm\nfpzjLS2l8FePAWAfNhzXZj1Ods2XK6n5ajX4/c3LlxwAwJqbR7+f38HuB+7FNmgwBosVz54CMm+6\nBUt6BgD97rqHgofuo2H/fnxlZdTv2IZtwKBwdnhfTU34uM78XSQ1MXe/q46g30/9tm3EnTwG57dr\ncX7zDamXXk7+nT9vpkkzmcJG7hh/CskzziNl9hw8hXswxMQQM3CQPvYb8Nc5j3lPgoEA1Ss+p+Ld\nt/FVVhK4+CIMw07CmtUvPLX+SPuVv/UGlR8uxmC3h/vKDTH2Y55ToehslLkf55S+/lr4c6Oxp8+d\nR/GC55sZ+4Bn/0jtmtXYcnKJGTwkvD7vN8+gGU3hpMRNW+eaphF38hgq9u9n1736FHjNbCbv109T\n+9VqKj852OKu3bKFxFA2Hl9NDfl3/AxCoTFMySn4Ksr1cqF+bICkc2cSd9IobHkDwGikoago/MNh\nSkjAlHBiuKwhNhaAsv/9F1tuHnZxQnhbMBgk4HRSt2E9jvETKHvz9WYt772L3gDeIGaIIOvW2zDY\nbPiqq9j7zG9InjELx7jx+J1Oyt99i+rln6FZrWTdehum5GQCbneb07spFJ2BMvfjnPrt2zAlpxA3\nahRVny4jZfYc4idMxJY3kKK//glz3zSSzzsfU3w8SWedc9j+x4r0Z83ObbYc9HqpXLI4/JITwJyW\nhrv4AM61X+MYN576bTJs7EDY2JviGD+B1IsvbX6uo/Slm5OTw5/L33oD+y9+CUDA42Hvs0/j3rkD\ngOIXF4TLZf3sdnyVlTi/+JSGunq9i+nVf9P38ivJv0N/eih+4W9UfrREH+IYIueBh8NPLwpFpOhw\n4LDOorS0tlVCojkmRE/Utv3G67FkZJJ934ME6uowOo4cq6I9BINB3Dt34Nm3j5J/LmyxTNbPbmff\nH54l8ezpOMaNZ98ff0fA6ST5/NlUvPt2uFzcyWOo27gBW94A+t91T5u11OfnU7xgPt7SEoxxDgLe\nBoIeT4tl7UOH0+8O/WkjNdXBgf3lFP7q8WYm3hRzWjoxAwcSN/rkNuUO7SjR/J2D6NUXrboaaUNs\nmS4NHKbooQR9PoINDRhiYtAMhk43dtC7ZmIGDSZm0GA0o4HSRa8RcDoxOuLJvOXnGMym8Eva2q9W\nUfXxh2AwkHbVNSRMnkqf2XMIuN3Ubd5E7PAR+F0uDDZbu7TEDBhA8qwLOPDS3/E7m//jZN//MPU7\nt1Px3rv4XXXEjR3bbLvBbCHtmuvY8+hDLR47ZdYFxE+c1C5dCkVXoMz9OCbgdgNg7KYXfgmnTcEx\nYSLuHdsx90nFnJoa3pY2/WwOfKj3wceNGk3C5IMvVw02G46T9dZwR4cEOsZPwHugGF9tDUGvl5jB\nQ7D2z8GWm4stN5ekM88mGOr7PxRbdg45Dz1KwOslZsBAar9eQ9HzzwEQO+LEw8orFJFEmfsR8Dud\nlLzyL2yDBpF4+pnhf3ZvaSnGxEQMZnOEFXYcf33jaI72tYTbg8FsDqdYa8rAn84jmJqBO38nqVcc\nNfR/h8/f56KLj1rmaC9Am6Z/ixs7Dsf6SRgs1i556lEoOoIy9xYIeL0c+Nc/cK79mto1q6lZ8QUZ\n836KZjKx6/57MCUlkXrxZcSOPAl/TTVoWjhBcKdpcLvx7C3ENmBgeFp/Q3ER5j6p7Y7a59lbiGff\nPhzjxlO19GPKQ/3Z0TBUT9M0EqedAdPOiLSUVqNpGhnXXR9pGQpFi0SVudfv2I63vIz4CRPD6wLe\nBjTN0K1hSCvefRvn2q8BMPXpg2dPAbvvO/gCz1dWRtH8v2BOTcVbWgqAwR5LcO61aCeOwe9yYbTb\n8VVXEfQHmo3UOBR/fT2uTRspf+8dUmadT9zoMdSsXkX52282GyViHzoc15ZNJEyZStr/XdPma6rd\nvoOCh/WExcUL5jfbdmh0QIVC0fOJGnOvWPw+Za//DwBPYSEpsy+kfvt29j37NJrJRNK5M+lz4UXd\nosUbMtWMeTcSN2Ys26+/NrzNlJJC2o+vovKjD8PjwgECrjq2/+FP2AYMwJ2fT+JZ51CzaiWBujri\nJ51Gn4subnGm4r7f/RZ3/k4AiuY/R9KM86hc/P5h5Vxb9HNVf76c1Ct+2KZkw96yUvKfeCy8bIxz\ngAZpV1+Ht7QERzcG01IoFN1D1Jh7o7EDVC75gMolH4SXgz4fznXfdpu5B+rrAT2ZgWYwEDtqNHXf\nrSP7vgexZuegGY3Yhw7Hue5b3Lt3YcsbgGY2cWDB87jz8wGo+uSj8PFqvlyB89u19Lv7XmzZOfo1\nBQIcWPhC2NgbaTT2lAsuBIOBoNdL/c4dJE49nfqdO6j65CPcu3a1KUhU2RuL8NU6Sb3yRySdcRZB\nv5+gz6filSgUvZioMXfboMG4d2wn6ezpVC3/lGBDAwCaxQKBAAFXXbdpCbhcoGnhIXfpV1+Hv7YG\nS8bBSTKa0Yhj7DgcY8eF12XN/zP5b7yHt6KcQJ0+fT5l9hxqVnxB1bJP2PPoQ9iHDsPaPxvX1i14\n9hRgyepHxrwbca5dQ9WnS9HMZmwDBunmfgiNw/d8lRU4v1uHKTERW24eQZ+P+u3biBEnUPbGIurl\nVqy5uVjSM7D0TcP53TqsffuSePqZYe1Hm0avUCh6Pp1i7kKIvsA3wNmAD1gIBIGNwE1SysCxjtHv\njrupW/89caNPJmHaGdSsWknyebMAjcInH6ehuOiwfdy7d+F3OnFt3YLzm68BDWtODuY+qfS56OLw\ni8i24ne5wmO/AYxxcRjj4o65nyUxMRyLuym2K3OwZGVR8s9/4NqyGdcWPTmxLW8AWbfdgdEei/WC\nC1s09KaYkvS++5pVXzaLxtgS7l35zZYzL5ilpsErFMcRHTZ3IYQZeB6oD616FrhfSvmZEGI+MBt4\n81jHMZjNOMboE0csaWnNumCMsbEEGxqahW/1FO5hzxOPhqepaxYLmtEYfhHq2rKZxNPPIP6USWgm\nE3Ub1+PauhVTfAKJZ59zRKOrXbuGhn17MaUcPfphW0mcejqW9AwCHjfG2DgIBPSRMG1oQZv76CNy\njmXsAHGjx2DLy6Ny6ScYrFb6nnk6lXX+Y+6nUCh6B53Rcv8tMB+4N7Q8BmjMC7YYOIdWmPvRMNj1\noXq+mmrKd2+jaNlyatd8BUDC1GmYklOIn3Qapvh43Pk7KXzqV3gKdnNg4Yu48/OxZmdT8q+Xw8ez\nDRxIzMBB4WVfdTW1a9dQ9sbrBD36xB7HuAkdkdwiTYNVtQdLVj/sQ4eFW/6NaCYTWT+7HaPDga+y\nEvuIE8M/XolnT0czGDDZ7VAXvdOtFQpF59Kh2DJCiKuBflLKx4UQnwE3AMuklJmh7WcA10opjzkr\nxefzB02mlluxO+cvoHjxEkBvxfvr9P53S3IyYxb8FcMhwyRde/chn3oa157myYTtOdm4CvbQ57RT\nyfrBHNxFReycv6BZ6FmAlEkTEXfeFpX90s6d+Xx/ux7z5IR77qJ89RoG33pTVGpVKBRdTpfFlrkW\nCAohzgJGAS8DTZNmOoCq1hyosvLISRT8SQcnCPnr6kg+fzYJk6dgjI2jvLL+8B2s8fR78DFKgHgN\ngQAACtpJREFUX3uVyo+WYEpOIfWSy4gZIih4+H7KVqykbMXKg8Vz87Dl5OAuKCB+wikknT2dsorW\nJ3VopDuCEQXjDnYXBQYNJ2nQ8FZp7S2BkiKB0tZ+olVftOpqpA2Bw464rUPmLqWc0vi5Scv9aSHE\nNCnlZ8AM4NOOnAMgcco0Sl/5FwDZP7wC2+nTW7VfypyLsA8bjn3Y8PDL0ewHHqZ29SrK3lgU7s5o\naTp8tKIZDOQ8+oRqqSsUiqPSFUMh7wAWCCEswBZgUUcPqJlM5P3mGRqKiug/bWKrf3ENZsthAZ3M\nySkkz5xF0vQZ+F11mBzxR9g7emlvPk6FQnH80GnmLqWc1mSx9ckwW4k5OQXzMfJ3tgXNaOyRxq5Q\nKBStoX0DwRUKhUIR1ShzVygUil6IMneFQqHohShzVygUil6IMneFQqHohShzVygUil5Ih8IPKBQK\nhSI6US13hUKh6IUoc1coFIpeiDJ3hUKh6IUoc1coFIpeiDJ3hUKh6IUoc1coFIpeiDJ3hUKh6IVE\npbkLIY6YOkrRc1H12jtR9RqdRJ25CyGMQFKT5aj54gghTEKI3EjraAkhhEEIYYu0jiOh6rV9qHpt\nH9Fcp9A99RpVM1SFENcCVwKFwDLgP1JKX2RV6YSSgf8E+BZ4WUq5NrKKDiKEuB44B/2+/QEokFJG\nTcWqem0fql7bRzTXKXRfvUa85d74Sy+EGAXMBuYBbwNjgKjIJyeEyATOBS4C3gP8kVV0ECHEMPT7\n9gugEj2PbeuSzHYhql47hqrX9hHNdQrdW68RNXchRAoQG1o8F9ghpdwJfA+MB0oiqU0IERdaHA+4\ngbOBe4HbhRB3CSH6RkhbghCi8b5NBQpD9+2vQD4wJXRvI4Kq13ZrU/XaTl3RWqchfRGp14iZuxDi\nNuAD4HEhxE+llL8GngptjgHypZT1UaDtJmAJcBIwSkp5OvBHIB6YEwl9wOPAzaHP76J/OXKllKXA\nd6H1AyIhTNVrh1D12jFd0VinEKF6jYi5CyEGoz+KXAA8A1wkhJgrpSwJPfZdBqwLlZ0ghEiLpDb0\nx6j/AhcCSCm/BuqButA+3fYSSQgxFTgDOEUIMUJKuRd4E3ggpG0NMAiwRkCbqtf261P12gm6iKI6\nDZ0vYvUaqZZ7X2Aj4JJSFgIPA78QQphCLxYygXIhxEvAdRHW9hDwCPAcEBRCzAv1N04FAgDd/JIr\nG/g78D4H782vgfFCiIuFEHnoLSlDBLSpem0/UVOvLRhMVNRrK3RFtE6PYMwRq9cuN3chRGxjf1iT\ni68EBgKZQghNSrkSWAnMFUKko9+ES4CPpZTXSykPRFDbCuAb9BbC5egvjf4A/FtK+UpX6DpUW2i5\nsa7+B7wa0pQqhDhXSlkL3A2MBV4BXpdSft5V2kJ6TE1erjVqi5Z6bY22SNVrU21aFNZrMpAW+mwM\nrY54vbZSV0TqtAV9UVGvXWruQoib0S9sZGiVFqqEzcA24Aqg8UXCZ0CNlLIY/cJnd/E/WVu0LQUs\nUspvpZQPAqdLKV/uLm1CCIOUsrHl4ZZSFgHbQ7ouFUIYpZSLpZT3AKdKKRd2lbaQnl8CfwLOC62K\npnpti7burtdDtUVbvV6Ffo9uaLIu4vXaRl3dWqdH0KdFQ712yTh3IUQq8Dn6r9bToV+qptvHAKOA\nycBO9Au/HXhUSvlepwvquLbbQtrej7C2qYCj8R6F+hwfQB/L+0lXagudzwr8BvACzwMjpZSvN9ke\nyXptj7buqtdjaYt0vU5E79LYBeQBj0gpVzXZHpF6baeubqnTVuqLaL2auuKgUspSIcQmYAfwgBAi\nCf0R6hfA74DRwI/Rf/0nAucD90gpl3WFnk7Qdm+UaBsJ/KzJLruA26WUZV2tLYQPsABvATcCptAX\n9ikiXK/t1NYt9doKbZGu14HAk1LK5UIffTICWBX6UXoWGAZcRffXa3t0dVedtkafQP+xaaRb67XT\nzF0IMQ8ISin/FuoT+xD9C/s8+tvh/wIPAr+SUjYdD7sT+Fdn6TiOtCH12YBd+kVpqg+9D1ND/0f6\nHlgc0hcDPCH1oV2NdOu960XaurNeDVLKv6L3SQdD37/h6P3AAEHgBSnlt0127dJ7F626OkFft9Rr\nUzqzz30K8EshhF1K6Qc2AX8B/hH68t6M/staAc1einQHSlvn6NsDONHHDG8MvTi7EZiF/oQRyXun\ntLVd3y9C+oJCCHPo+7cNuBRAStnQaFDdqC9adfUUfWHabe6ht+SNn4cDNYAEngyt/gb4B5AcWs4B\n3g39ehG6IV2C0tYl+honrMwHioCRoS9uLrA0wvdOaWu/vidCqwOhv8uACiFERtP9u0pftOrqKfqO\nRptfqAoh+qGPc+2LPtvqI6AKSAf2AeuBmVLKrUKIM9H7ObPQb8KvpZSfdpp6pa279c2SUm4WQlwI\nnAkMAezAY1LKj5S26NLWBn0zpZRbQ+XHoj8t/vHQboXjQVdP0dca2tNyvxrYj94vnAHcCfiljhNY\nyMFW6HL04UFPSymnd7VBKW1drq+xtfK2lPIW4EEp5eSuNiilrdv0IfUIii92g0FFq66eou+YtKrl\nLoS4BpiG/tIiD73FkS+EGARcD+yTUv6hSfl9wE1Syre6RLXS1uv1KW29T1+06uop+trKMVvuQohf\nAzPQZ3qdhD70aF5o817gEyBH6DO0Gvk/9H6pLkVp6536lLbepy9adfUUfe2hNd0yCcDfQo8bf0Yf\nyXGlEGKUlNKNHubTBjhFaFq1lHKplHJLV4lW2nq9PqWt9+mLVl09RV+bOeo4d6HHR3gD+Cq06jLg\nHWAD8AchxFzgLPSpv0YpZUMXalXajgN9Slvv0xetunqKvvbS6tEyQoh49EeTC6SUxUKI+9CH66UB\nd0o9xkREUNp6pz6lrffpi1ZdPUVfW2jLDNUs9ItOEEL8ET3U5j1SSm+XKGsbSlv7iWZ9Slv7iVZ9\n0aqrkWjX12raYu5TgHuAk4F/Sin/3TWS2oXS1n6iWZ/S1n6iVV+06mok2vW1mraYewNwP/DbKOxz\nUtraTzTrU9raT7Tqi1ZdjUS7vlbTFnNfKLs3M01bUNraTzTrU9raT7Tqi1ZdjUS7vlbTJfHcFQqF\nQhFZIpVDVaFQKBRdiDJ3hUKh6IUoc1coFIpeSJek2VMooh0hRC56goXNoVUx6GFcb5Z6Mo0j7fep\nlPL0rleoUHQM1XJXHM/sl1KOklKOAk5Az1276Bj7TOtyVQpFJ6Ba7goFIPWUaQ8BB4QQI4Fb0BMe\np6FH/ruIUFYlIcRXUsoJQohzgUcBM3ry47lSyvKIXIBCcQiq5a5QhAhNWtkOXAg0SCknAoPQu2xm\nSilvDZWbIIRIBX4NTJdSjkZPbP5Uy0dWKLof1XJXKJoTBNYB+UKIm9C7awYDcYeUmwBkA58KIQCM\nhJKYKxTRgDJ3hSKEEMICCGAA8Bh64oaXgD6AdkhxI7BCSnlBaF8b4Og+tQrF0VHdMgoF4ZjejwCr\ngYHAa1LKl4Bi9GBSxlBRvxDChB77e6IQYkho/QPA092rWqE4MqrlrjieyRRCfBf6bETvjrkSPezr\nK0KISwAPuuHnhcq9DXwPjAGuBV4TQhjRU7H9qBu1KxRHRcWWUSgUil6I6pZRKBSKXogyd4VCoeiF\nKHNXKBSKXogyd4VCoeiFKHNXKBSKXogyd4VCoeiFKHNXKBSKXogyd4VCoeiF/D+b0USIwAC8pwAA\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1223b6518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_tech_df[['AAPL','FB','MSFT']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x124dd0f98>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6Ong8NE4YM/AlJlE9qxMsrhxvMkguvzRp7zVJpfRmA8iIJWttaCHaxPa3DFKv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124dd0d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('AMZN','GOOG', top_tech_dr, kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x125928940>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O4YzjpqX9/JFlrFL1vOIFi9s6Q2MeNSlSKopjyJRIGtwK8Pb2hXl23buEI1GC\nlX5C/aVxr+m/3+zgG5eeCCROiA6yr7d/WGjHxctYpdPzSlWwOJOenkg6crEkTCYUaFIy0ilOvKll\nN6VUO6Sjq5funr5RE6Ife36baxmrXz67NeVSMekULC6GUZMi2aJLjlIy0ilO3N4VItRfOoGWWDg4\ncUL08iUzWXrCNCbWV48qVJzuUjEqWCzlRj00KRnpFCduGF8F0Qh79qWcqlgU5s+eBMTm18UDJt5L\nS1bGqm1vT1o9LxUslnKjQJO0hPrD7O0OUdcwLi/fJ1kdwnNOPtw10PZ0l8Zk0uqqAKcdM4VINMrN\n979MW2eI6io/4BtVw3HkZcF4z6vNIdQa64LDel4qWCzlRIEmrkYOPmhuHMfcGROzPuzbaZDD3JmT\nWHr8NJrqq4FYz2VnW/YrwORTdZWf42Y1s+Ijht++8CZ/SAjnxEEgTvfE4tx6Xvt6+3ns+W1DPx8V\nLJZ8GrkkTL4HiSjQxFV82Hfcro79Sd9os/l92jpDrF6/ndXrtw/ruUyoK837Pg3jK/niJ+cydVIt\nwcqA632wRMlGI8Z7WGs27aC378CQ/d6+iOPPJ35/TsTLNChEkkp38EEuvw/E3qTj1ec7ukqzwn5n\nTz9VAT97u0NDl1VTjdiE0fPO4gJ+P+cvmkFN0Lm3lc2fj0ipUA9NksrXsO9039xLWbDSz/d/tWnY\n5dTGuirau9zv+bmNRtzbHaIjyf4ali/lSD00SSpfw77TGY5f6nr7IsOqdaxev53x46pS7uc2GlHD\n8kWGUw9NkjrYYd+pRiwmfp9jZ03iD69uT/qcUhWs9OPz4Vj1o6e3nzPmH8qmbe20d/YSrIqdo77+\ncFqjETUsX4pBoauDJFKgiauRw74nTTgwyjGZsRTELZ2p0Ok5duYkzj39bwj4fdz6wCuOz+noCnHW\niYdzwZJZQ8EPZDQaUcPyRQ5QoImrkcO+Z0yfSNde5wU245xGLLqNjAz1h3ntjd3ZbXgB+X3wuWUf\npCZYQag/7DJnrHoouBLvdTnd90rW29WwfJEDFGiSlvibbnVVBW7r9I6lIO7e7pDjG36pikTh0eda\n+F9nzuax57exr7ff8XnpXBZMt7erYfkiCjTJsrGMjGyoDQ5b38wLXn59J35ii3KOVF0VYOHcQ9K6\nLJhpb1eknCnQJKvcyzK5jbzzJX3Nac3jebd1X5ZamB+hgQjrk/RUa4IVnL9oRspKK1r+RfKlmAZ2\nHAwN25eKLpY4AAAV/ElEQVSsio+8c5LsEtve7hChPudJwD7gyvOOHlZ5vroqQCm8j+/d53ypcU93\nyHGy9Kj90+jtisgB6qFJ1mU68s6tV9dUX01TffWogQ+b32zjB7/ZnNPjOBjBKj/jgxWOE6fTnSM2\n9t6uSHlSoEnWZTryLt35VMHKABMbqlm5qoVXt7yfs/Znw8JjDsHn86U1RyzZCEbNMxPJjAJNciaT\nkXfp9upGDpIoFsFKP339ERrrgxw3OAoxLtkxpTOCUfPMRNKnQJOikE6vLt0K9fk2tXk8+3v7CfX3\nQfTAFPFUx5TOCEbNMxNJnwJNiopbr64YixiPHIHZ3tU3KpScjinTEYyaZybZ5pWRjYk0yjEHQv1h\ndnX0aPmOLCu2IsZVFT52J6masmFrq+vPXyMYRbJPPbQsGksNQ0mf2yCJQugbiJKsCmVbZ4ifP225\n+Jw5jj97jWAUyT69y2ZR/J5I4jIhz657l5WrWgrdtKLn1Kt1emz5kpksPWEaTXWpl14Zye+LzWub\nWB8cXAU7t17cvDPpz34s8/VExJ16aFmiqg5j49SrnTdrEj5g4xu7HXu6K5bO5sPzDuXrSarYJxOJ\nwvWfOpYjpzbw2PPbHHt6S46fSjQK67fsYm+P88ToTLj97DWCUSS7FGhZkq/VnfMh3XXMssFppN+q\nEeuiOY3+a54wjolJLtkl0zC+iiOnNhCsDLiGSfwS4er1B78+m9vPXiMYpVC8OCAEFGhZ44V7Ivm+\nB5jpMPwNW1uHejtjuZ9WW1M5FBhuYRLqD7OpJf3lbIKVfsZXp64K4jaBulQ+7IgUMwValnihqkM+\nK7uH+sO8uX1vRj2skQMtli+ZSTQaZe3rO+lNUgsyUW9ogFB/OGWYZDo94LS5h+B3qQpSEfDxy2e3\narCQSI4p0LKolO+J5Ose4MheoN8Xu7eVrhc376SmuoIVS2cT8Pv5+zMNn1w8k9Y9+3nypbd5+U/J\nS2J1dIVcL/3Ge1DjghVJe9sQG67fNxClqS7IcSZ1VRAtASOSHwq0LCrleyL5ugc48s09mkGYxY0M\n2GBlgGnNtVz6saMYV13B8xu2O4Zksku/Tpdaa6orHQPtnFOns+yUIxx/vk4/ew0WEskfBVoOlOI9\nkXzcA3R7c/eRbEbXaMkCNuD38+mPGIhGHRfWTHbp16kH1dYZ4rDJtfT0DgzrcV1+3jG0t+9L+vMd\n+bP30mAhKU1eHQDiRIEmQH7uAbrem/LBcbMmsX5r6sEYjXVB14BdceZsAgF/Wpd+3UK2p3eAr3/2\nBPaHBoZ6XIFAZve8vDBYSKRUKNBkSK7vAbque1ZXzSUf/SBN9W/y6pZWOlxKP805vNF1+ZVMLv2m\n6kHtDw0cVA/KC4OFREqFAk2G5PoeYKo395pgbLDHslOnc+uDr7Cne/Qw+GCFn/MXzwBSTzNI59Jv\npj2o3r4BdnX0ZHRuSnmwkEgpUaDJKLm8B5jOm3tdTRUnzJnsGHyhgQjf/Nk65s9uJhKNDpuEPZbR\ng+n2oOLhuWlbG60d+zMael/Kg4VESokCTfIq3Tf3xOBr6+wdti0eXMnqMWY6ejCdkE136L1blZVS\nHCwkpe+5jdvLZmBIRoFmjDkCOB54zVq7LTdNknKQ6s09Hnxulx97+yKO+7Z39tLa0cO0yXVptSVV\nyKYz9L4i4NNKCyIF5hpoxpgTgbuBncA9wK+AbcB0Y8x11tqf5L6JUs72hwbY6xBmbqLA93+1KeNA\nSRay6Qy9f/bVdzV5WqTAUv2l3wN8C/g18DiwyFp7HDAfuCHHbRMZ86Ke2Vy6x60NjXXVjAtWuPbg\ntNCrSH6kCrSgtfbfrbUPAe9YazcCWGvfBnrddxVxl87K3m7rhqUjG4GSau2y/aEBrT4tUgRS3UNL\nfCfoHrFtDEWLRDKv6p84aKO9szejX7x0qnGks1xOvA2btrWxe8/+YQNHBsJRTZ6WolQug0HiUgXa\nRGPMZxhc6Hfwawb/3ZTTlolnZVqsN3HQRmtHD9//1aa0q/S7BUomwRpvwxXnj2PbW23Dwi/gR5On\nRYpAqkuObwBnAIuBVYNfx/+9OpcNk9xK53Jfrr7vWO83BSsDTJtcl9ElSLdAiQdrW2eIKOndd6uu\nqmByY82o11y+ZCZLT5jGxPpq/D6YWF/N0hOmafK0SB6l6qE1WWuXAgyOarwrD22SHMr3Ip4jZaNY\nr9O8sWNnTSQKvPZGW1rVOLJdBV+Tp0UKL1Wg+RK+/ntAgVbiCr02VzaK9bqFx98tTn0/DHJXBV+T\np0UKJ5OP5L7UT5FidjCX+7Il1YjBTHo18fBwWoE61eukGorvFqyFulwrIu5S9dCiSb6WElQsa3MV\nQ7HesVTBD0ci3P/b11n72nZVAxEpQqkC7UPGmDcHv56a8LUPiFprj8xd0yTbimVtrmK535RpsBb6\ncq2IuEsVaPor9ZBiW5ur0PebMgnWnlA/azbtcNw2lkEkIpJ9roE2WBFEPKQYLvcVm3SC9ZfPvEFv\nn/M9s3xerhWR5LR8TJkplst9pSTUH2bL2+1JtzfWBVUNRKQIKNDKVKEv95WSvd0hOrqSV/yfc3ij\nPhSIFAENzRJXGqLuPsS/uirAhWfqVrNIMVAPTRwlqyhy9QXzC920vHMbTLNw7iHUBPVnJFIM9Jco\njpINUa8ZV8V5p00vXMMKxK3avogUh7wGmjFmHPAwMBnoAi6y1raOeM5lwBXAAHC7tfY/jDE+4F1i\nxZIBXrLWfjV/LS8vbhVFXt68g7NPPKzs7hm5VdsXkeKQ7x7alcDr1trbjDGfAm4GrolvNMZMAb4E\nnABUA2uMMc8AhwHrrbXL8tzesuRWUWT3nv1lPUQ9Xm1fpNiV21pokP9BIQuBpwa//h2wdMT2E4G1\n1tqQtXYv0ALMBY4nVqlktTHmSWOMyVuLy5DbIIhJE8ZpiLqIFKWc9dCMMZcCXx7x8PvA3sGvu4CG\nEdvrE7YnPmcH8G1r7aPGmIXELlsucPv+jY01VFRk/5JQc3Nd1l+zGJ02byqPv/DmqMdPPvoQph06\noQAtKh7l8jvgRueg+M9Brt4Di1nOAs1a+wDwQOJjxphfA/Hfgjpgz4jdOhO2Jz7nT8TuqWGtXWOM\nOdQY47PWJi2Y3NHRc3AH4KC5uY7W1q6sv24xWnbK4fTs7xtVUeSSZR8qm3PgpJx+B5LROSjsOUg3\nSHPxHlgM3I4/3/fQ1gLnAK8AZwMvjNj+CvBNY0w1EASOAjYD3wDagDuNMfOAd9zCTA5esooigYCm\nLopIccp3oN0LPGSMWQP0ASsAjDHXAi3W2seNMf9CLOj8wE3W2l5jzB3Aw8aYjxLrqX02z+0uW6oo\nIiKlwheNerOj09ralfUD06UWnYNyP37QOYCCX3JMa7HlXLwHFgO349f1IxER8QQFmoiIeIICTURE\nPEGBJiIinqBAExERT1CgiYiIJyjQRETEExRoIiLiCQo0ERHxBAWaiIh4ggJNREQ8QYEmIiKeoEAT\nERFPUKCJiHjQcxu3F7oJeadAEylCof4wuzp6CPWHC90UkZKR7wU+RcRFOBJh5aoWNmxtpb0zRFN9\nkPmzm1m+ZCYBvz5/irhRoIkUkZWrWnh23btD/27rDA39e8XS2YVqlkhJ0Ec+kSIR6g+zYWur47YN\nW3fr8qNICgo0kSKxtztEe2fIcVtHVy97u523iThZfOzUQjch7xRoIkWioTZIU33QcVtjXTUNtc7b\nRCRGgSZSJIKVAebPbnbcNn/2JIKVgTy3SKS0aFCISBFZvmQmELtn1tHVS2NdNfNnTxp6XESSU6CJ\nFJGA38+KpbM5f9EM9naHaKgNqmcmkiYFmkgRClYGmNxYU+hmiJQU3UMTERFPUKCJiIgnKNBERMQT\nFGgiIuIJCjQREfEEBZqIiHiCAk1ERDxBgSYiIp6gQBMREU9QoImIiCco0ERExBMUaCIi4gkKNBER\n8QQFmoiIeIICTUREPEGBJiIinqBAExERT1CgiYiIJyjQRETEExRoIiLiCQo0ERHxBAWaiIh4ggJN\nREQ8QYEmIiKeoEATERFPUKCJiIgnKNBERMQTFGgiIuIJCjQREfEEBZqIiHiCAk1ERDxBgSYiIp6g\nQBMREU9QoImIiCdU5PObGWPGAQ8Dk4Eu4CJrbavD85qBtcBca21vuvuJiEj5yncP7UrgdWvt6cDP\ngJtHPsEYcxbwe2BKJvuJiEh5y3egLQSeGvz6d8BSh+dEBh9vz3A/EREpYzm75GiMuRT48oiH3wf2\nDn7dBTSM3M9a+8zg/okP16fab6TGxhoqKgKZNToNzc11WX/NUlPu56Dcjx90DqD4z0Gu3gOLWc4C\nzVr7APBA4mPGmF8D8d+COmBPmi/Xmel+HR09ab50+pqb62ht7cr665aScj8H5X78oHMAhT0H6QZp\nLt4Di4Hb8ef7kuNa4JzBr88GXsjxfiIiUibyOsoRuBd4yBizBugDVgAYY64FWqy1j2eyn4iISJwv\nGo0Wug050dralfUD06UWnYNyP37QOYCCX3L0pfO8XLwHFgO349fEahER8QQFmoiIeIICTUREPEGB\nJiIinqBAExERT1CgiYiIJyjQRETEExRoIiLiCQo0ERHxBAWaiIh4ggJNREQ8QYEmIiKeoEATERFP\nUKCJiIgnKNBERMQTFGgiIuIJCjQREfEEBZqIiHiCAk1ERDxBgSYiIp6gQBMREU9QoImIiCco0ERE\nxBMUaCIi4gkKNBER8QQFmoiIeIICTUREPEGBJiIinqBAExERT1CgiYiIJyjQRETEExRoIiLiCQo0\nERHxBAWaiIh4ggJNREQ8QYEmIuJBz23cXugm5J0CTTwr1B9mV0cPof5woZsiInlQUegGiGRbOBJh\n5aoWNmxtpb0zRFN9kPmzm1m+ZCYBvz7DiXiVAk08Z+WqFp5d9+7Qv9s6Q0P/XrF0dqGaJSI5po+r\n4imh/jAbtrY6btuwdbcuP4p4mAJNPGVvd4j2zpDjto6uXvZ2O28T8ZrFx04tdBPyToEmntJQG6Sp\nPui4rbGumoZa520iUvoUaOIpwcoA82c3O26bP3sSwcpAnlskIvmiQSHiOcuXzARi98w6unpprKtm\n/uxJQ4+LiDcp0MRzAn4/K5bO5vxFM9jbHaKhNqiemUgZUKCJZwUrA0xurCl0M0QkT3QPTUREPEGB\nJiIinqBAExERT1CgiYiIJyjQRETEExRoIiLiCQo0ERHxBAWaiIh4ggJNREQ8QYEmIiKeoEATERFP\nUKCJiIgn5LU4sTFmHPAwMBnoAi6y1rY6PK8ZWAvMtdb2GmN8wLvAG4NPecla+9U8NVtEREpAvqvt\nXwm8bq29zRjzKeBm4JrEJxhjzgLuAKYkPDwDWG+tXZa3loqISEnJd6AtBO4c/Pp3wC0Oz4kAS4FX\nEx47HphqjFkN7Ae+bK21bt+osbGGiorsr4HV3FyX9dcsNeV+Dsr9+EHnAIr/HOTqPbCY5SzQjDGX\nAl8e8fD7wN7Br7uAhpH7WWufGdw/8eEdwLettY8aYxYSu2y5wO37d3T0jK3hLpqb62ht7cr665aS\ncj8H5X78oHMAhT0H6QZpLt4Di4Hb8ecs0Ky1DwAPJD5mjPk1EG9NHbAnzZdbBwwMvu4aY8yhxhif\ntTaarfaKiEhpy/cox7XAOYNfnw28kOZ+twL/AGCMmQe8ozATEZFE+b6Hdi/wkDFmDdAHrAAwxlwL\ntFhrH0+y3x3Aw8aYjxLrqX02D20VEZES4otGvdnRaW3tyvqB6d6BzkG5Hz/oHEDB76H50nleLt4D\ni4Hb8WtitYiIeIICTUREPEGBJiIinuDZe2giIlJe1EMTERFPUKCJiIgnKNBERMQTFGgiIuIJCjQR\nEfEEBZqIiHiCAk1ERDwh38WJi54xZhyx9dYmE1uz7SJrbavD85qJrR4w11rbm+5+pSCdYzHGXAZc\nQaxY9O3W2v8wxviAd4E3Bp/2krX2q/lr+cExxviBHwLzgBDwOWttS8L2ZcDXiR3zg9ba+1PtU2rG\ncg4GH18PdA4+7S/W2ovz2vAsSefnaYypAZ4BLrXWbvHa70ApUw9ttCuB1621pwM/A24e+QRjzFnA\n74EpmexXQlyPxRgzBfgScBpwFvBtY0wQmAGst9YuHvyvZMJs0HlAtbX2FOArwF3xDcaYSuC7wEeA\nRcDlxpgPuO1TojI+B8aYasCX8HMvyTAb5PrzNMacAPwXsd/1tPaR/FGgjbYQeGrw698BSx2eExl8\nvD3D/UpFqmM5EVhrrQ1Za/cCLcBc4HhgqjFmtTHmSTNi2fESMHTc1tqXgRMSth1FbImjDmttH7AG\n+HCKfUrRWM7BPKDGGPN7Y8wqY8zJ+W50FqX6eQaBjwNbMthH8qSsLzkaYy4Fvjzi4feBvYNfdwEN\nI/ez1j4zuH/iw/Wp9itGYzwHicea+JwdwLettY8aYxYSu2y5IOuNzp2RxxU2xlRYawcctsWP2W2f\nUjSWc9AD/DPwY2AW8DtjjCnRc+D687TWrgXXv/1R+0j+lHWgWWsfAB5IfMwY82ugbvCfdcCeNF+u\nc4z7FdQYz0HisSY+50/E7q1grV1jjDnUGOMrodXFRx6XP+FNKdkxu+1TisZyDrYS67lFga3GmDbg\nEOCdPLQ328by8/Ta70DJ0iXH0dYC5wx+fTbwQo73K0apjuUV4HRjTLUxpoHYpajNwK3APwAYY+YB\n75RQmEHCcQ9eNns9YdufgVnGmCZjTBWxS20vpdinFI3lHFzC4H0jY8yhxHosO/LZ6Cway8/Ta78D\nJause2hJ3As8ZIxZA/QBKwCMMdcS+xT6eCb7laiU58AY8y/Egs4P3DQ40vMO4GFjzEeJ9dQ+W5DW\nj91vgDONMS8CPuBiY8wKoNZae9/g8T9N7JgftNZuN8aM2qdQjc+SsZyDB4CfDv6+RIFLSriH4nr8\n6e6Tn6bKSFo+RkREPEGXHEVExBMUaCIi4gkKNBER8QQFmoiIeIICTUREPEHD9kUGGWOmA38B7rPW\nXpHw+LHABmLDsdcD3wMmEvv7eQm4xlq7zxhzG/B5YGfCy24gVvvvmsF/f5BYqbA+YuXDvpDDQxIp\nKwo0keHagP9hjAlYa8ODjy0H4qsNrCQ2z+qlwSrrPwD+N3Dt4PYfWWtvc3jdnwAYY94CzrHWvpWT\n1ouUMV1yFBmum1iv6sMJj30EeHbw6ylADYC1NgJ8A3gknw0UEWfqoYmM9gjwSWC1MWYBsIlYBQiI\nFXJ+3BjzHrAa+Hdr7X8m7Pt5Y8x5Cf9ebq21+Wi0SLlTD01ktCeAswcvKS4ndpkRAGvtT4n10m4A\n+omVfPpewr4/stYem/CfwkwkTxRoIiNYa7uA14itc7WEA5cbK40xt1hru6y1vxkc0HEqcFmBmioi\nCRRoIs4eAe4A1iUU2h0PXGOMWZLwvA8Ru+cmIgWme2gizp4gtk7cLQmP7QE+CtxpjPkxsaH3Frgw\n/80TkZFUbV9ERDxBlxxFRMQTFGgiIuIJCjQREfEEBZqIiHiCAk1ERDxBgSYiIp6gQBMREU/4/yQB\nujZXYk2eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125928860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('MSFT','FB', top_tech_dr, kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x125fa27f0>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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M+Lh+18uTB5z84J17O6onaaF5XAw/QRCKknwer299qZve+9M5C8atgWn+8K+uYCs3UqLX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rAAAg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\n3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h9qoKRYzz9euBPp9Fv2r6IOTnP6kUaePz+Ab2WVgfE5Ht5bw+SMN+E+rA1WE2WlyZNx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\nxf3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69L9WYHaNb3cNiC+97yVFURoVRdG4XK6iWavfH3r4g16B3W7F5wts6Htuld167Ntx\n3Ha7dfUnbZKNjtnldmscPIq99lm3w2bH62r20t94O2zmd7tXYzZjL8fubvzsO7VdsBu/y40gn3tt\nzy1mq6d6XgY+v/TvzwHvrPF1/w745wCKohwDRldK+oQQQgghhBBCfGKri7v8MfA/FUW5BESBrwEo\nivL7wKDL5fpRkdd9C/hzRVFeJD3y95tbcKxCCCGEEEIIURK2NPFzuVwh4FdUHv8PKo/ty/m3H3hx\nUw9OCCGEEEIIIUqUbOAuhBBCCCGEECVOEj8hhBBCCCGEKHGS+AkhhBBCCCFEidvq4i5CCCGE2OG+\n8a03H/o13/lXz27CkQghhNgokvgJIYQQK3iUJEgIIYTYaWSqpxBCCCGEEEKUOE0qJfugCyGEEEII\nIUQpkxE/IYQQQgghhChxkvgJIYQQQgghRImTxE8IIYQQQgghSpwkfkIIIYQQQghR4iTxE0IIIYQQ\nQogSJ4mfEEIIIYQQQpQ4SfyEEEIIIYQQosRJ4ieEEEIIIYQQJU4SPyGEEEIIIYQocZL4CSGEEEII\nIUSJk8RPCCGEEEIIIUqcJH5CCCGEEEIIUeIk8RNCCCGEEEKIEieJnxBCCCGEEEKUOEn8hBBCCCGE\nEKLESeInhBBCCCGEECVOEj8hhBBCCCGEKHGS+AkhhBBCCCFEiZPETwghhBBCCCFKnH67D2Cz+HyB\n1Ea+n81Wjt8f2si33DK79di347jtdqtmS39hjo2O2eV2axw8ir30WbcrZjc7Xlezl/7GuUrhc+/V\nmM0ohb/ho9qNn32ntgt243e5EeRzr26lmJURvzXS63XbfQiPbLce+2497p1qL32fe+mz7lV79W+8\nVz93KdnLf8O9/Nk32l79LuVzr48kfkIIIYQQQghR4iTxE0IIIYQQQogSJ4mfEEIIIYQQQpQ4SfyE\nEEIIIYQQosRJ4ieEEEIIIYQQJU4SPyGEEEIIIYQocZL4CSGEEEIIIUSJk8RPCCGEEEIIIUqcJH5C\nCCGEEEIIUeIk8RNCCCGEEEKIEieJnxBCCCGEEEKUOEn8hBBCCCGEEKLESeInhBBCCCGEECVOEj8h\nhBBCCCGEKHGS+O0hWq1muw9hS+yVzynWb72xIrEmdpuNiFmJeyGE+MTDXBO3+/qp39bfLrZE/9A0\nb14dYWB4lkNt1ZztqqfVYdnuw9pwI94gV/rcJf85xfqtN1Yk1sRusxExK3EvhBCfeJhr4k65fkri\nt0NptRqSydS632fEG+QP/+w6kVgCgGH3PG/dGOebX+8pqRv2XvmcYv3WGysSa2K3yNxHNiJmJe6F\nELvJRrWji3mYa+JOun5K4rfDbHSPwJU+dzbQMiKxBFf6PCV1s94rn1Os33piZdQX5OfXxyTWxI62\n/D5SW1VGLJHMe87DxqxcY4UQu8FWjaw9zDVxJ10/tzTxUxRFC/xX4BgQAf6xy+UazPn5S8C/BeLA\nd1wu158sPX4DmF962pDL5fqtrTzurbLRPQJarYaB4VnVn7lG/JveG7JV9srnFOu3nlgZ8Qb5zo9v\nF31viTWxE6jdR0wGHWe7G7h8cyLvuWuNWbnGCiF2g60aWXuYa+JOu35udXGXLwJlLpfrLPCvgD/K\n/EBRFAPwH4HPAE8Dv6MoilNRlDJA43K5PrX0X0kmfbByj8CjSCZTHGqrVv2Z0mormRv1XvmcYv3W\nEytX+tx4ZkLYbeZHer0QW6HYfWQxGsdk0OU9vtaYlWusEGI32Oh2dDEPc03cadfPrU78zgM/BXC5\nXO8BJ3N+dhgYdLlcfpfLFQUuARdIjw6WK4ryuqIobyqK8sQWH/OWWEuPwKM421VfcLM3GXSc7XI+\n0vvtVHvlc4r1e5RYyZyfkViCMqNeYk3sSCvdR3z+MLZKU/b/HzZm5RorhNjJNqsdXczDXBN30vVz\nq9f4VQJzOf+fUBRF73K54io/CwBVQAj498D/CxwEfqIoirL0mpKR6REYds8X/Gw9PQKtDgt/8Ltn\nefPqKK4RP0qrjbNdzpJbk9HqsPDNr/dwpc9T0p9TrN+jxEru+Xmld5Kz3Q0sRuP4/GFa660819Ms\nsSa23Ur3kc6WakxGHX1DM490fZRrrBBiJ9usdnQxD3NN3EnXz61O/OYBa87/a3MSuOU/swKzwB3S\nI4Ep4I6iKNNAAzC60i+y2crR63UrPeWh2e3W1Z+0Ds+eauWtG+N5w9Qmg45nT7Ws63fb7XCkvXYj\nDnHLPcznttut9HQ1bOLRbK7NiNnlNjuGd5KVPuujxEru+Xn55gQmgw5nTTm/dKGDw/t25/m1HlsR\nr6vZS/Gca6XPXew+8vwTbeu+D8g1duPs1diFvf3ZH9ZqMbtXv8tin3uz2tErHcdar4kbcf3ciM+g\nSaW2bm6poihfAl5yuVy/uTRl89+5XK7PLf3MAPQDZ4AgcAX4paX/HnO5XP+boiiNwJtA92ojfj5f\nYEM/mN1uxecLbORbqkpXI9rYHoGtOvaNth3Hbbdbt21nzY2O2eV2axw8is36rJtxfq7XdsXsZsfr\navZSPOday+feiXGaa6/GbMZejV3YnZ99p7YLduN3uRFW+9w7/fr3qB7m771SzG71iN8PgOcVRXkX\n0AC/pSjK1wCLy+X6H4qi/D7wGum1h99xuVzjiqJ8G/j/FEW5BKSAb5TaNM9crQ4LrQ7LrqmStrxy\n0W44ZiEeVia2N+r8lHNFbKbV4vRR4k9iVgixGzzKfVrtuaV6zdvSxM/lciWBf7Ls4YGcn78CvLLs\nNVHga5t/dDvLTg+23H1SDrZUUV9bzuWP3XS2Vm3anilCbLVi+wE9yvmp1Wp44A5syf5CQkDhfeRh\n9rfK3fxdYlYIsdusJZFTu74BJX3Nkw3cxUMrtk/Uyxc6+O7FwTXtmVKqPSmidGzUfkCZG4tGo+Xi\n9dFN319ICDWrxbNaonfuaD3fu3hvzTEr13UhxE5TrPOq2DXx7GMNvHVjLO+xUrpPS+K3B6335lxs\nn5T743P8yrMH+ds373Klz6N6kqzWeywNh60n37m6d25OEoklMBl02CpN+Ocj2f2A1noDyNxYALr3\n1xbdX6hUbiji0W32eXilzw1AfW15NpYjsQSXbk5iMmrpve/PS/RMBh2ukdk1xayMCgohttparpnF\nkrt//Rs9Rduy0ViCly908Nr7IyxG4iV3n5bErwQVOxk24ua80j4pXn8Ym9XEU8easnum5K7/G/YE\nivY4Q+HQ+l6tVrVVSrWxttJePWttXLv9Ye6NzXHuaGN224bu/bWUGfXcHZ1d8/tkbiz1teX4/GHV\n5wwM+yX53sPWcx6uNW60Wg1VljKOd9qZmFrIxvKV3knujM4SjSfwz0fyEj1bpalozOZe3zdqZFyU\nvm98682Hev53/tWzm3QkYrdQu8b1D03z5tWRNV0zMx24uSKxBDfvTRdty455gyxGE5xQ7GjQcKV3\nsqBNu1024hgk8SshKzUgNurmnN4nxaa6T4rdZub+xDztjZV0tdcUTBtqdlg4edjJld7JbOBGYgnu\njM3xvYuDBcf2B797FrvFuN6vRagoxcZabqx1ddRw+pAjL/4fpnF9+dYExw/ZefXyg+x3NOIJYDLo\n+NIzB9Z0PLmdJP75CN37axnxFFbkanE+2ppBsfs96nn4MPE84gvy9seTDI7OYreZaXFaudI7iUGn\nze5H2XtvuiDRWylmc/fEKtZrXko95EKIrfWw0zPVrplarYa7o+rJ3UeDUyu2ZXvvTWdnPpztbsBi\nNmzrfXrEG+S7b9+n7/7MujvqJfErESsNZ9vtVq4OeNZ9c870NJztcvLWjbGCfVLKjHqqrTA0Mc9v\nf+FI0bWAZ7sbuHxzIvu6e+Nzqsf2ixtjfPlCxyN/J6K4UmusqcXaG1dHs6PJD9O41mo1uEbmcNSY\nVb+j8akg/+vNu5gMWo4fdBT9vnI3k43EEpQZ9ZgMuoLzxlJu3BE9iWLrPcp52D80vaZ4HvUFGXIH\n+KvX7xR0XmSuwZFoHIvZSCSWYCEco3WfFc9MKDu1uVjMnu1yAivPANkpPeRCiN3F7Q/zR//rQwKh\nGLC26ZnLr5mZmT/1dRWqnVeNtRWc7S7els08FokliETjfOZU84Z/zrXa6I56SfxKgFarKUjstFoN\nJw87ef3qGN95dQBnTTnnjjbmjbZB8Ztz7mPLe166O2r5tc8q3Lw7hdcfxm4zU2bUc8Pl5YTioL5W\nRzyRKHqCLkbj2caErdLE5NSC6ufqH5pB+6n90nDYYKXUWMsca7FYuzrgJZ5Iqv7s0q1Jfv35zoLP\nmkymON5Zx/t9HtXfOTQ+T121GZNRS/+wH6DoxfdsV312M9krvZOc7W4gEo3nnTekUrvm+xYb51HP\nw18sa6hk9D3wZ4u03Bqa4fLNSVKw4jXYOxsmORPi3NFGorE4B5qrSSRT2anNGg2c6a7HqNMyOD5X\nsCdWbufGcrmjgkIIsZpMW/P2Az+drbbsdPRkMkUklqB3yL/iNVOv13J/Yj6/vdpew63BKcKRT3aB\nMxl0aDRACr759R5+fn2MEXeAhroK9DotV3on897bNxumzWndtuvZRnfUS+K3w63UCM9NyJy1+Ynd\n2e4Grt3+JBkcniwcbYPCm/PyJK+ro5b/8t2b2SHvSCzOu7cmOXbQToXZSKfVxNDEPM5aHScURzb5\nu3W/+Anq84exVZpwT4dYCMc4ckR9OtGRpemiYmOVQmMtP05taDTagnNFq9VQUW7kvVuTqu9xZ2SW\nix9PEIslONRazb76SuLxJFqthh7FztDkvGpc5k4DuWHwYXlBKXrxbXVY+ObXe7jS52Fg2E8kGqfC\nbCQ+vUDvvWmA7Kik2Fse5TzUajX0Dc3k/f/Z7gaisTiBUJRvvzqAtdzAxetj2CpNGPU61d+duQZ3\nNleDBt75aIKTh515U+4zo4O/9+WjdLfZit6Lcjs3MnJHBYUQYjXLR7WWz04wGXSMegJFp2e21Vv5\n27fu8fr7I3kjY9ZyA7/5hcN8OOBjYmoh2+F66eYk5WUG/uGn9vP8yWb+9KcuNJDXPs6wV5sZ9gRo\nsW/9bKjN6KiXxG+HWm0Nx0rTKK/d9rAYTfduLK/gljvatvzmvHx43T29wPTcIrFEMq/IRVOrBbvN\nzE+vDJNMprBVmtCgIZFIckJxcKV3kv1NVRxsqVI9QVvr09OJjh2wZ3//5Y8nChoOT5/YvqH1Ureb\nG2trmUIMcLa7gZ+8O0Rnq61oAuca9tNQW85bH01QbvKSIl1spbbKzGP76+i7P1PQU7h8GsjAsJ8L\nRxuKXnxbHRb21acLFQ17Arzb68Go1/GpE815oydi73nY8zCZTNHVXsPwZPq6mrnenzzs5OL1MTRa\nDaePOLFVmlgIx2hqtajGfrPTQt/9aY4drOPqgBeAxWhctVe57/4M3W2fJKLLGxq5nRuuEX/BqKAQ\nQqxmpRliTx9vJhiO4psN09lWrTr9vKG2ghFvINu2ra0u42CzjWA4yo8vPcBZU47SZuPSxxPZe3r/\n0Aw/KTfQta+G3/iswrAnyId3fAXvbTLqebfXw1ee2fpr2mZ01EvitwOtZT7vSidJk92CvdpM9/7a\nvGqEV3on8fnDdHXUUlGm59Mnm2m1W4oOr9sqTXj94YLRwxFPgN5701w43sTPPhjBPR2iosxAXZWZ\nUU+AijI9R/fXMhuMqJ6gz/U0s6/emi3+8l6/m2d6WgiGo4x6ghxqSzccjrTX4vMVNlrE+u3mxlqx\n2E8kkrQ6050KAJFonEAoRk1lmWoclhn1uKcXqLYYOdRWw40Bb7ZH0KDT8r9+doeXzrczvxBhanYR\nkzF9uVw+DWTMG3yoSrpfeWb/rppOu1dsx9/kUc7D50638s5H40RjyWwH32I0TiyR5Nc+reAanaWi\nzEB3Ry21VWb6hwo7L/RaDb/2wiEGx2d5MDG/pgqeD9wBrvS5uTc+z/HOOrrba7I94K0OS95egEII\nsVYrjWr5/GGm5xZpsluotsLbNyb4/Ll9TM8t8mBiHrvNjMVsBJIkk6lPkkR/mGA4SplRz5gvmB1B\nPHXEyaWP0x3EdpuZv7/8AM9MCL1ex9D4PC+eb8c9vcCYJ5gdHbzSO0mr07pt17eN7qiXxG8HWm0+\n74onyWyYZ3uaiy7oTyRTtDorqKww8T9fdXH2MWfeBr2Z5154vIn743N0NFYRisZUj8cfWKTMpOeJ\nrnoaHRXcG50D4PFOO4uxBIFQlJee6mBoYg7f0pompdVGq8OiWgbcZNDhrCnnyW7ntgyp7zW7sbGm\nFvuZ6W6xRBI06fg7drCOi9fH0Go1xOJJfulCB8PuedxTIew2M2aTHo0Gjit23NMh/v7SUEHFw5OH\nnYz7ghgNOnyzizQXaYy3N6aniC5XipVTS9F2b2uy1vMwe5wjs5w6Uk+r08pbS1M654NRfu0Fhe++\nOcgJxUG11cSdkVnstgi/9lmFj+/48MyE86Y5aTQaWust2anLK1XwHPYE+L//4gYnFAdVFiPv93m4\nPzHP08eb6G6zZZ+7W64jQoidY6VRrWaHBYNex3u9n2zL8GBpCufzp1sIR+KYTQbuTwZxTy9grzYX\nJHvZYlaxBDqdhnKzgUQ8SZlRzwnFwYd3fFSYDfjnIwxdnMNabuDC8WZ+/sEn00a3cxlMpoPwgwEv\n/UMz6+6ol8Rvh1nrfN5iJ8nxg3UMjqlXyYxE4+xrquS9Xg92m5lTXU7ujs7mbVI9G4zSoziIJRIc\naa9Bq9Nwf2JO9Xi8M2G++nwns8EI33ujcG3IS0918OPLQ5w+Us+4L0jvvWmm5xb5zMlm1YIckViC\nkaWpcBs9pL6bkputtpu+F7XYLxiRdgf46I6Pl57qoOeQg/mFaHra8uwina3VxOIpkqkkGuCVd4aK\nrilYjMaZDURYWIzhng4VrUrbUFeheqylVjm1FO2k5Hy1pC/vOJfWbH/pmQOMeQPodFoGx+Y4oThU\nZ2ecfayBaDyYXZsK6erLFeUGHjtQx8CwH7OpeAXPd3vdRd9bOjKEEOtVbFSr2mrCMxMqKF549IAd\nrVbLQjjOm9fG8+7/y5O93CVOQ+Pz/NaLh/nozhQf3vXxwplWOlttBbPj3NMLecex3ctgWh0Weroa\nmJ4Oyj5+m2k7koW1zudVO0ms5Qae7Wnhj/543qb8AAAgAElEQVTqQ9X39vrD+OYWicYT9N6bpvfe\nNM+dbslbv3dCsaPTQjKl4eL1MYCiPcH7Giv50Tv32NdQpdrAHZ6c4/SReoLhaHadYeYzrCXB3Qjb\n3ZsvNl5u7JsMOhKJZLb8fCYOY4kkyVSKaCzFG1dHs89dWIyxEI7x4rn2bKdHrtybROZGsBBOV+HM\nVBZLpVLsb6qi2mqizKjngz4Pnz3VUlBYplQqp5aynZScF4sJvV7Lh3e9qsfpngkx7lsgFk9i0Gup\ntppUnxeKxPLOD0hPc3rjg1EAvv75w8zMhznT5WRhMZ6doVFRpgcN3Bufp8piVH3v9/qlI0MIsT7F\npr33D8/Qu2wa+jMnmgmEorinQoSLrE3OTfZyCwo2Oy3035/h5qCPc481ZPfqNRl0ROPpbW3Odjcw\n6g3w2P70dPmdtAxmI9oNkvipUEsW7Hbrlv3+s131vHtrMjv0rFaIJfckuTs6yxPd9bhnQvy3v+ul\n2Vl8QX8ykWJiaoHjnXZqq81Ulhv4+QejBaMenz+3L/tYsb2c6qrNGPS6omtDPDNhOltNzAYi2YZ5\n5jNsRWXJndSbLzaGVqvJxv41lxdruZGhiXmMel1eb93Z7gZ+9v4wna021eJEZcbicZu5SThsZhbC\ncd5ber/MKN+YN8ipIw5ef3+EQCjGC2faVLeE2O2VU0vdVibnmY6sta4DbXVY6B32836fh1FPgCaH\nhS8/e5C/e/te3rTiwdFZ6qrNGPVaaqvN3BqcUv397qlQtuEDhUWK+u9PYzbpefujiezsj8zooNlk\n4NRhO5dvulXfe2BYOjKEEOu3fNq7VqtBp4OZ+QiemRCJVIpffno/Y74g7ukQh9trVNu6kF89PjOd\nPbOc6ObdKR7bX8f8QlS1feCoMWOzGvny06W5nZgkfssUSxb+4HfPYrcYN/z35d4wc/996kg9g6Oz\nHOu0c6Cpis7mqoJkJXOSzCxE+aO/vE4KDf75CC91dKgmanqthku9bs52N7AYjXNrcIr2xkrOdDm5\ndPOT/f0isQQTvoXse1zpneT80QbiiRRj3vSC15rKMm7c9uKfjxQdEXTYzAxNzHOwpZrFaIJPPd6Y\n9xk2u7LkTurNF+uT2zg+vK+aI+21VFYYeeXSEBVmAwvhGJDCsFQtcy4YocJswOcP8+RjDVzt9+T1\n6j2YnONQm3rc2m1m7oz42ddYxfffGiSZTOX1HtptZj66M0WF2UA0liwar7u5cupesFWdT2/fnGRw\ndJb6ugoONFXS2Vydvf6o3W/evTXJb33hCP/9B70FHXJffuYAP3jrXrYjrbGuAkhRZzNjNRuw28xF\nO/0AjHpdXsGCjDFvkIOt1cDSSOJSggjpJPh3X+7izuhc0TWApdg4EkJsvdxCUreH/Rxsrqatwcrp\nLicHm6v5i9dc2euiP7DI4fbi9/HcZA/SgxgfDvg42lmH1azjnY/cRYsX/h//8FjJXtck8VumWLLw\nixtjfPlCx4b9ntyG7P7mKuprzFy55ckrtpJppN4emuZf/urx7GszCWJuj3B7UzWdLTaGJmaprNDz\n1c8o3BnxM+YN0lJv4WCLjT//6YBqkJsMOn75UweyjVyAyemFbG9JMpnizlKluMw0UUhPAX3gni86\nImgy6rFZQaOBcV8wW8kzYzMrS8pUu90t9++zvHHcVm/h26/08fzp9Nz86dlFzh9rZHI6xKg7QCye\noL6mnP6hGR4/WIdWoyns1bNbONhSnXcuQDpu2xoqqSjT550Pmd5D/3yEMqOexjo9lRVGTh1yrGkP\nv91WOXWv2MzkXG1fqo/v+DjT5eTZE820Oix59xuzSc/5Y42EF+Ncu60+tXPEE+DXP6tw694U5442\nMjUbZmhynlgixVyZnqMH6vLW8WU+j1aj4eO7Pp482shb1ws3gG92WIhECjeFh3Ri56w28/TxJtX3\nlo4MIcSjyJ0JkWkTazRaLl4fJZFK8cUL+xn3Bfj5B6PpGWuATq+lcWmrhtBilANNVXyssgWDvdpM\nzyEHlRVG5hciVJSli1r1KHbqKssYHJ+j2Wktuo3NzcFpDrdUb+XXsWUk8cuxUrLQPzSD9lMbM+xb\nbB+yM11OXCOzqkPPd8fTBVYyyWJHUyWJRDK7YfuIJ8D1215efrqDYCjOD9++D4Ct0sS1fi/X+r2c\nP9pIIBRVDfIHE3M8dayJX3yYXtfX4rAwMPzJRsEL4RjtjZVcufVJoZdMwpeZWpc53n2NlSSTKa4P\neHnxXDvff2uQ50+1qn53m1VZUqba7U5q097e6083jrVaDU8dayIWT3C2uyFbmOXc0UbVIi0nDzs5\nvM/G6++PcP5oA+/35Xd49A/N8JXnDzI4OseYN4ijxkxdlZmZuUXe/ih/E9eGugo0wP4mLTdcXv7B\n0/t57kTTqp9nN1ZO3Us2Mzkv1om4sBjn6oCXffVWBoZns1VpHTVmXr38gM7WauaCUdX3HPMEGfME\nOX+sMX+z9aWCBnabmU+famF+IcqIO4CjxkxHYxUTUwsEQjGs5YaC9zQZdDTaLUxOLah24GUSu+42\nG9/8eg/v9XsYGM7/riS+hRBrNeINcmdslsHxedxTC+xvriKRSHL1tpcj7TVEYgm+/OxBXnnnft49\n+/ptLy891cEHfW4i0ThKWw3fuzjIycPObPvTYTNz9EAdb14bY3J6Ia9q/PmjDXS21fBnr94mEkvw\n4rl2bg2qTxUt5QECSfxyrJQsHGmv2bAAKLoHXyzBbCCiOipXUabnu28OFiSLuWuPIrEEI5MBEqlU\n9nm5U3YSiSSzgYjqMXn9YTqtJkwGHQD1dRW0N1YxODqLbzbM4511RKKJvIbBdZeXF860EgjFuDc+\nx/6mKo512nnnw3FqKss4ddjB998axKDTrtorvBknl0y1212KTbN+pqcFSFfvHJqYw6DXotFosptU\nF+ux02jS73G628mEd6HgOeFInNtDM8zML2LQa6koM/LT94Y5eciRF+cmg472xkqu9nuotpo4oTh4\nr9edrU67FqV48ygVm5Gcr7YvVaZ01aG2apodFm4O+uhsTW+LEIsniq7TttvMDI7NMuoNqo8ITgbw\n+kP4AxFs1jIqyozcG5/DoNNiLTeg02n49KkWZoMRxrxBmh0WOlts/OXPXMTjST5zpg1SqYLELvOZ\nln9XI94gf31xUIpnCSHWZMQb5M0bYwUdsSaDjgvHm3AN+7GWG5jwqV/jhifn2NdgJRpLcnd0lnAk\nzuWbn6xNvnVvmjKTnun5cEHVeI1Gw50Rf/bxN66NckKx77kp7JL4LVMsWXj6RPOGvP9KDQL3VIgj\n7TX4ZsN5jU5njZnQ4uqViwCi8SRTs+pFK4Y9AQ7vq+HeeOH2DPal9XjPnW6htqqMgeFZvNMhTh5x\noNNpudrvpclRwUtPdTDinqOm0szcQoSP7k7R7LDQvb+W0GKc/nvT1FSW0d5QyXt9bp4/1bpt09tk\nqt3uUqxDJBiOYi03pHv0ZsO8fKGD+5mCLl213BlRP59G3AFOHnbyQa+n6O/0zISpqzaj0UBNlQmz\nSY93NswLT7Tx0R0fzQ4LGo2GH759nyqLkbGlBrdaQRexu23VjAO7zYyzppxkMsWT3fW8cvkBNZVl\ndLZUY68245+P0NFYyfVl0z0zBVnOH2sqWsTF6w9TV12O3VZOmVFPaDHKbCBClcXEMyeaef+Wh/3N\nVczMLVJVYeTW4BTXb3s5ddjJ5ZsTpJIpvvLM/oKp1mrFZ6R4lhDiYV0d8LBQpD3rn1+ksa6CaquJ\nMW9Q9fW1VWYuLu1fatTr8l6fGegYcQc401VPOJLIzoqD9BY2ddXm7GsWI3E0aFac6VCKJPFbpliy\ncKS9Fp9PfUj4YazWIDAtVRvMTP9ZjMZJpdI3dDW5lYsAqq0mTEat+gJ/u4VUMqka5Ol1SwYi0QR/\n/bO7K0yh8/HyhQ5++Pb9gt6aM9316HRaLGYDnznZzGdPt2x741im2u0OK3WIjHqCHGyxMRuIcP5Y\nIz9461429jwzoaLFhQ60VOOZWVjxOZkF4JFYeu3qheNN+AOLZHYTqbIYefNaek1UOBIHSv+mIDZG\nsU7EijI9pw45AGhzWrHbzOxrrOTeRHraU4vTismo48mjDUSiiWxBrTKjnusuL48fqCtaxCU3nk0G\nHc/0NFNlMRGLp3jt/ZGl7UliDE3M5x3XYjSOtdyQV3UZio/C/+vf6JHiWUKIh6LVanDPhItW1Pb6\nwzzRXZ+dhbP8Gmcy6JhfWq60UmFBu83MO0vLNXJnxTlrzJSZ8tOezFKlFCkmfAt7YoBAEj8VG5ks\nqL3H8n3IbJWmdEGK2gou3hjjsY46WpzW7HRPkyFdqt4zEyrYryxzo4f0SWEp02PUa1WTu8oKIzfv\nTfGlZw5wZ8SP1x+m2WmhrrKMX3w0zgtn2rg3Ppf9nWpT6ADGigzBxxNJ+u5P89svda3rO9soud+9\nJH0720odIq1OC48rdj6+O8X8widrVDPnjsVsVI13S5me4cl5nDVmmuoquFNuIBCK5T0nt6R9JJZg\nNrDI+WNNDDyYZsQTYMwXzFu/2lpv5bme5pK+KYiNkelEvHRzkjtjszTUVrA/p0JzpnpdJJqg7/4M\nnpl05100nuDmoI+jB+wY9DoMei0+fxjPTAhnjZloPIm1XD3ml8fz/EIUi1lPIpneAqKiTE8iScH1\n2+cP84zKrJZiyV3vkF+KZwkhHkoymaK+Jj3ippawtdZbGXHP46ipIBZPZZceZZZ1HGyx4Vka5IjE\nEkULC+ZeBzOz4iBdQMtRU5H3mmQyxbXbHr7xhSP8zheO7InrliR+OZbfrFYKgNVubCttHJ5pENwZ\nm+Pe+ByT0wt0NKUXtz5+sI4DTdXcujeVDcxYIkl7YxVAdlPpMqOeGy4vrfXW7Ga7ZUY9r18d5YRS\nl7fYNfOz6bkw07OLTEwHOd3lJBCKcWdklo/uTnH0QB3xRJLp2UUgfaKp9crYKk2MedSH4Mc8QZ46\n1oR7OkTf/emHWvexkQ0F2bR9dyo2QuKsreB//KA3O7UjdzTc5w8TSyT4yvOd3BnxM+FboL2xkrrq\nMqbmFjmu2BnxBPno7hSPd9qpqzbz4YAPZ205ep02r6Q9gMcfhlR6Cl7/kB/PTCi7fsBZU87zJ5tp\nsa8eS9LwFZC+1n/tuYMF1ev++uIgQxPzPK44CEfjaDUaPn9uH56ZEGOeIE2tFpy1ZmbmItTXljPq\nCXLyiJOG2nKu9XvRaOClpzoYnpzDMxOmoa5CNZ7HfEG+eKGDq7c9vPRUB3qdhr95427BcTpsZl57\nf4RILJm3pm9qbrGgYQXw0V0fh9psUjxLCPFQlLYajMb5ggrBZpOeVqeVEU+Aj+74cNaY+epnFFwj\nM4x7F+g4UEVluZEyk5b62gqu9E5mR+tiiQTuqZDqVjU+f5hPn0rPPpueC+OZWUhXvR/1M+YJ0uxM\nr3N22syqW6uVoi1N/BRF0QL/FTgGRIB/7HK5BnN+/hLwb4E48B2Xy/Unq71mIzxMorCW5640PabN\n+clG8GpV2U4edvIXr7l4pueT3td0BcPCqZVfeuYAP/jFPaosxryTqLLcxMXr6eqcmY14AU4dcXKm\ny0kikeL++DwXc8p6Z97zpafaeeCeLzqM7p+PcOKQ+mJYh81MaDHGzz4YWfO6j41O0mTdye7V6rDw\ne18+ynt9bjzTIZQ2G1UVRu6NpyvdKq01xBPJvNFw+KTa15kuJ9F4ghsuLy9f6CCVTKlW+/z0qRaC\n4RhvfzhecAz2ajPffqWPl853gAZOHnZirTBCKsUTR5yrJn3S6SDULJ86CfDS+XZ+8u4QgVCMc0cb\nefXyg4KCXmoFEE4urcfrvTfNmaWpmRrITmfK1eyw8BevDfClTx3E4w9i1Jsw6LSgIzt7BMC01EOe\nGa3L7KOV29GYu1amo7GKs11O3roxVtBRI9OghRBqRrxB/st3bxJLJLOdt7OBCIf22agwG/PaxC1O\nK3/1ukv1+nfttic7hfPyzQlqq0w80d3Iz3PanhmN9gre+Wg8O9vHZNDR4rRiNRt4+ekOJnwB9jkt\n2XXLe+H+vdUjfl8Eylwu11lFUZ4A/gh4GUBRFAPwH4FTwAJwWVGUHwHnir1mIzxMorDW514d8ORN\nydRqNZw64uSN62M8mAzQ7LRi0GmKFmsBmF+IZoeni1UtfOCeJ5lM5VXuBAguRvnlZ/YzPBlgzBuk\n57CDffWVROJx/v6dB0B6Dz619/TNhrEuTYmzmI20Oq14ZkJ5z22yWzEZCvdN6Tnk4PYDv+r7qq37\n2IwkTdadPJqd0MM14g3yx9+/xanDDmqryui9N43dZkZptVFm0uOsMaPVahgcnVX9G4cW48wGo5w5\nUs+IJ1h0AflcMIqhyHToijI9gVAM14gfz3Qo2yGzlpiUTgexmmsuD8+dbmV6NswH/R46W21YzEaC\n4WhBLBaL39yCXpFYkraGSo7ss/Ghyl5WjXUW3r05Se/9aTqaKvnhO0O8fKGDMV8Qz3SI44qdynIT\n33sr3ZeqtNp44A4U7D+YW0E6k9xJ8SwhxHLF2hJarQbXqB9Id4Rd6Z3k/NEGdFoNAw/8OGvK85Zx\nFGv3ZtrIqVSK/U1VVFtNtNZbVSvWmww6DjRX816vO+89ht0BrvV78u7Pe+n+vdWJ33ngpwAul+s9\nRVFO5vzsMDDocrn8AIqiXAIuAGdXeM269T2YKXisWKKwlqRixBfENxdJVxxc6inVaOBq/yc9t9F4\nIq8aUa5MsZYxXxBnTTnReKLoQtgxb/o5uaNvJoOOzmYbf/GaC0j36l6/7eX6bS8vnttHJJagvra8\n6HsOjc/zlec6mZ5fZNy3AEDPYQeV5Ub8wUX0Wh1/9/Y9njvZgj8QYXJqgWanhca6Cl57bwRHbTnn\njjbm9Q6D+rqPjU7SZNP2h7eTeriu9Lk5oTgKRjl6703zmy8e5i9/doff/Pxh3r01qfp6rz/MV5/v\n5OK1MWqqyopWtx31BNBqNXzjpS5uuLzpGHZYqKwwMj0X5tzRRsa9wWzRpNyYXCmGpNNh71KLi+WP\n3R6dxR+MMeoOYLeZaXFaudI7SbPKKHKxqfaQX9DLPb1AzyEHr703wi9d6MAzHeLB5DzNDguNdgt/\n9/Y9IH2vGPMGeeFMG69cGuKE4qDaaqLv3gx2m5kvXtjPjy8P8WS3k3d71eM4nkjy4pP7OHXIkbds\nQYpnCSFWqv6bu2dfz2EHWk166nvmXl9fW55XxXMt178xb5Aqi5HBsVnaG6sIhqI809NMIBxj1BPA\nWVNOi8PCvbHZgk7ezM9HPIHs/Xkv3b+3OvGrBHL3EkgoiqJ3uVxxlZ8FgKpVXlOUzVaOvkhyBdA/\nNM0vbozRe29adSqLa8SP3W7Ne81AkbLxmef2D03zh39a2FOaSbgyVqtG1HtvmscO1HLsQB1992dI\nor4Q1l5tprOlmma3JbsnU6vTykDOPiW5o4Hu6RDWcsOKv7+xroJAKMrPPxihwpx+brbH97EG3rqR\nnkI6H4rSPzTNhePNvP3hGO/eTDfGH6jsLwjpfRBra/NPntW+T6Dgb7Caro6aovswLv/9O81qMbsR\ncr/P/qFp1R6uP/jdsxxpr93U41Bzb2KeqgqjejGJ+9P8+gsKf/n6APubqhlxq587333zLsc77URj\nyaKVD1ucFlrrrdwfn6Wt3srk1ALXB7x5vY2fP7ePVy8/yL5mYMTP69fHuNLrpqu9hqdPNBd8R2uJ\n51KyFfG6mu3+XjP3kb6hmWxcAPzixhh3Rmc5ecjBiUMOpmYX+U9/87HqKNq1256C6fNruUdAeirn\nq1eGWYzEeeCex1pu4GsvHOJ7b93l/sQcZqOOiqoymp0Wrt/2MuELcuqweufKP//qcU4caeA7rw6o\nflbPTIh/840zG/r9bbWdELMZ2x27u4F8R6vH7E74joq1Jf7Zrx7nvVsTqlPWP5/TLl5+vVvL9e94\npx2A50+35S2FyqzHb2uwQkrD5FQor/I9QGNtBRNT6UQzc3/eLffvjTiWrU785oHco9bmJHDLf2YF\nZld5TVF+f6joz5YP6S6fygLpKS+52zfY7VYOtVYzPFmYVBxqs3Gjf5KfXRtTbbSO+xbyehxWq0YE\nYC03cn8iwMTUAkfabUWnpV28MYZJr+H8sWZeuXQfW2VZ8eIr3iBnuuqJxRM02i0Fi2tNBh1Go45o\nPElnq61gfUcwFKXVacEfiFBZbiQaS+KeXsirlJj5fLnTkUwGHYfabAXbYRT7PjPfvd1ufegtNE4f\ncvDG1dGCz3X6kGNN77WdJ/hKMbsRln+fb14tnA8fiSV48+oodotxU45hpZGR4wfreL9Pfc+9UW8Q\nZZ+NfQ1V1FSWFT13AqEYC4txLGYjxpT61iVVFhMj7iA2qxHPTKjg5hKJJbIVFjMc1WXZbSSGJ+d5\n4+powRSQ1eJ5s2xXzG52vK7mUa4PG6lgatDkPMFQlKu3vZxQHFRVGHn35iQPJudVC6TkTluqqjAV\n3CMqylauWJeJ5TNH6vnFh+kOuYXFOD5/CKWlhlFPgPb9lVRVmAiGo5w87MQ7E8JWZVI9lo/v+FAa\nK7ckjvdqzGZsd+zuFjvlO9qp7YKtjqNio3pqbQmAD/rcRaesT+S0i5e3idfSRm50WAguRJgNLBa8\n94gnPavizoif50+38uPLD7JVwBfCMRrsFXx4xwd8cl3brvv3w3iYv/dKMbvVid9l4CXgb5bW693K\n+dlt4KCiKDVAkPQ0z38PpFZ4zSMpNqSbW/ZVbYF6saqDR9pr+Pbf3y76+yanFgp6HK70TvLLn9rP\nsDuAZzqUN9Xs5ac7qCw3cnOpV3d6bpGXnupgaGIOnz9MW72V/S3V3H4wg1Gvo7XBSigSp8yoI5FI\n0lhXUXQ0787ILAeaq/i7X9zPq/zpsJlpb6xibiFSUGQgkxSPegLUVZfT4rRSaTGitNlWHI7v6qil\nzKhDr9PQPzRDd5ttTd/neooDyLqTtdnqabFqNwwg77HHDtRxf2JeNXbb6iv525/fZWExzpOPNfAP\nPrWfoYl5JqcWCip5+fzhdKXcxiq+cL6dyakFxrxBWuqtaICfvjdMMpmi1WlNV8VQMeb5ZKqnyaCj\n2lqWF6dqU0A2I57FzrX8PpJZl3dCceQVH1rL1P7ZYCQdq9MLjHmCtDit2G3lnDriJBxJX6NbnBac\ntRXcGPDy5NEGKsuNzMwv0uyw8PTxRt75OF3h7scq1+9MQYSvvdDJG1fHVI/l9oP0eS9xLIRYruga\nuN/oUW1L2CpNzC9Eiy65WN4uzu6nl0ox5g0SjcXz2r2ZNvJsMMIT3elOrGg8iXtqge79tdRUlnHp\n44nsfrs+f5gKs4GZ+QgvX+jggTuAe2qB/Qeq0Wu1xBLJvOvaXrrubXXi9wPgeUVR3iXd5PotRVG+\nBlhcLtf/UBTl94HXAC3pqp7jiqIUvGY9B7BSg9fnD/NLT3XQtc+mmiioJRWZNRErbRLdUm/l5l1f\n3mMGnZZkMsXNu1PYKk3cujeVnVrZ7LTyZz8ZyLt53xyc5onuBsZ9QRrtFfzVa4XVjl56qp0P+jy0\nOC1ceLyRSzfTU1e1Wg3njzYQX2rIh6PpxsmV3kkMOu3S708nmXqdtmhS3FhXkS0gYDLoeP50CxVm\nfdEKn/5ABKvDyi8+HGNfQ2VBMrFZSZqsO1ndSvvmbXQ59mI3jDNdTt5e2mR12D3P2x9N8NXPdKqO\nRNury7LVD6/2e7ja70lP6YwnCp7vqDHTe3+G9gZ4MDnPbCDCYwfqsJgN/O2bd7OfzTMTSk+xU5k2\n2uyw4JkJ0XPIwb6GSl5990HBc5YnyNLpsHeo3UdslSZmAxGqrfn75K02benOiJ99DZVc7fdgrzbz\n6VMt/NXP7nD6sIOr/R40Wg2fPtnC9GyYaDRBMpni+u38qclPHm3gqWNNBUViIH9kcdSTXhJQbAp0\nMpmSOBZCFCi6Bq7XQ3dH4dYu/vkISmsNGo36UqW2eisf5bSLM/vpPX+6hQMt1fzgrUGu3vZiMuio\nrS7DYtaj1Wnw+cMcPVinOkDx+XP78M6EudI7mZ0Sen9ijvvjc9ljyDz3V5/rzO6pCnvr/r2liZ/L\n5UoC/2TZwwM5P38FeGUNr3lkKzV4j7TX8LnTLSu+fnlSodVq+M6PB1YcmtYAz59uxTMTYtQTpKGu\ngo7GSq7cSp9ImR6PQCiGyaBjwregeoIFw1E0pJjwhVR/PjQxn526ZjLo+OLT+7nW76HnsEP1JDl/\ntIE7o7PZ6qNef5i6arPq5/b5wzx2oC5vKtLkdKjodKSWeismo553Pk6XzC+WTGxmkiZJ38q2qoer\n2A1jYTGeFzuxRBK9VsOZLufSlLX0HpQVZXrCkXhBpS+dTpuN3dzj7+6oo8VpzYv5e+Nz2ZjPJJuR\nWKJgil3mPfR6LQuLMbz+EEprdbYXMZdaTEunw96gdh/xz0fo7qjlzrK1IivdG1rrrZQZ9fzw7fvY\nq8uYmEoX1EolU1y6Ocmvf1YhGIrx46X1pj2HHapTk+OJFAeaq3jj6qjq8WZGFu+MznLikEP1WCzl\nxmzcShwLITJWmyH0O7/Uxc+vFi516jlk59ptj+r1JgUcO2gnRbrYSmNtBbXVZn5+bZRoLJEdrBjz\nBHnyaEN2qUV6Bo76dPURd4A7I37OH20gkUw/1my3cH3AW/Dc6blFWk805T2+V657e3ID92IN3ieO\nrL3BmwmK3AZAZqg6M32y2WFBr9Nw6Wa6cptBr+XkYTv1tRZG3HPU15bzYFkCaqs0Mbl088+l1Wqw\nV5tpslv46I6v4OeQX+0tEkvgnQlx9EANo+5AkSptKSrKDDTZLZQZ9URjcXRarep7NzstvHEtv1Hh\n84eZ1sCF400sRuKMeoMcaK5Cr9Py5rVRzCZ9ds+o1ZKJUj7Jdqqt6OFabYQ9s+2JrdLEp3ta+Hhw\nmvf73Nn5+JnRvCcfa6ChrgJfzrSR5VGZhjoAACAASURBVOdbfV05Bp0O1/AM8URSfeRj6caR+Vlo\nMcbTxxuZno/kJZoVZXqa7BbstnI6W6pVb1wrxbTEc+lbfh+JxNKjcWpFha70TvLlZw/gng7xYCJd\nddNRU85PrwwTiSXy4jhF+pqambY0s9S50eq0Fl2/PTw5j292gX0NlSsWRHjq8UZIJrhwvAn//CLe\npZgvM+ohlSqIW4ljsZJvfOvN7T4EsQVWmyFUbzMXbUtUmg00O6zcG59jcmqB9qZKnDXlvPbeME8f\nb+b9vkmeO93KwAM/twan6Gqvocyo59LNSZ461shnz7bRNzSTvc6uVvGzwmwgnkxxw+XDZNBRqVIw\nDlZe0lLq1709mfhtdIM3twGQ2efIWVOOQa/jvd5JHDZzdqqjTqvj/aWNcXsOF/a8LoRjKIoNz0wo\nby/As90N2U3Z11LtDdKbwj9+oYObg4VbVkC62Es0nsiOhnz1M53ZNU2Fo5YaFnNGPbRaTbr32R3A\nNeyn2Wnld17uor7aTO+wn0AoXVL35OH0pvGlOFxeCja7h2ulG4azxozZpM+O7s2HokxOpzs9ckfC\nAcZ8QR4/WMe4byE7NTOZTGXPt6ceb+T9PjeBUIwTiqPougJ3ToUvk0HHvsZK/vTVgYJE83SXkzsj\nfuqqzLTa868XXe01nHusgXqb+uj4Rin1XsfdLvc+cnt4Bnu1mWg8SUdjVcH0Y4NOSyoF3pkQ5441\nUGUxcHtolnAkzvljjXnb/WRmZHz1M51cvjlJJJp5nxT1derTNBvqKpicCuLoMK9YEOHogTo+ujvF\n4OgsjXUVPHagjjeujZJKpvjm13s278sSQuxqT3bXc/uBP29f59wO0GJticzjj+2vSd9Dh/wcbK7m\n8YN2ZuYXef50G3/7xl3VuhJDE/OEI/G8tsBaKn6O6YPpEcNEikA4qvp5cmfs7LV77Z5M/GBjG7y5\nDYCBYT/26jLKTHoSySTd+2vx+cNoNNDisPA3OQHumw3zTE8Li9E498fnaKir4Ei7jYXFePZ13ftr\ns1PdMq9bqdpR7mMNdRV4ZhbY17hyLzCkG9r9QzM02iv4wvl2xrxBJqfSrz3YUs1fLu0LmHH+aEPB\n9NHrtz383peP8l++ezPv8Wu3PSW5CWYp2cyLXrER9vbGKn749idlmNsbq7BXm1XX3DXWVeAPRFVj\nHyAaS2Sry5pNelqc6g3kzNq9J4820NFYyaUP0wVhliea7qkQNmtZwU1txBfkSq+b//7Dvk3b93An\n7a0oVtbqsLCv3sp//v4teu9NE0skefKxBj5/bh8TvgUmpxY40FJNPJHkexcHSSZTDE3M80xPM6lU\nCmu5gWQqpTo6ffuBH6etHI02fR31zITpOexUn1rvtNA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6biAUxvmrdtwcX8Qj9+9Gb8fO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8TH7bWR2VhePD27jLraKvR2NaaU1aT8GQBGJhfx1S8cw1OPdKXdXzKfw7qJilmmil/8/L4X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\nQL2nka+95B8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125cf0400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(top_tech_dr.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.0001447090809730694"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr['AAPL'].quantile(0.52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.021328913487084877"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr['MSFT'].quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x127b0f7b8>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/yycWs2VPHZkuej2n16FnTe7eX09NTRNVB7sqS8Y6JpH3LhwOW3MIQyERsu01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\nh/IMa1DRBysAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1297e7d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vips = pdr.get_data_yahoo('VIPS', start=start)['Adj Close']\n",
    "vips.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.02181125767068397"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vips.pct_change().quantile(0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
